40
Seven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with the following statements – wouldn’t you? 1) Bouma’s Law can be sensibly stated as saying that ‘critical distance for crowding is about half the target’s eccentricity’. 2) Crowding is a peripheral phenomenon. 3) Crowding increases drastically with eccentricity (as does the minimal angle of resolution, MAR). 4) Crowding asymmetry: For the nasal-temporal asymmetry of crowding, Bouma’s (1970) paper is the one to cite. 5) The more peripheral flanker is the more important one in crowding. 6) Critical crowding distance corresponds to a constant cortical distance in V1. 7) Except for Bouma (1970), serious crowding research pretty much started in the noughties. I propose the answer is ‘no!’ to all these questions. So should we care? I think we should, before we write the textbooks for the next generation. PeerJ Preprints | https://doi.org/10.7287/peerj.preprints.27250v1 | CC BY 4.0 Open Access | rec: 3 Oct 2018, publ: 3 Oct 2018

Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

  • Upload
    others

  • View
    9

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

Seven myths on crowding

Crowding research has become a hotbed of vision research and some fundamentals are

now widely agreed upon You would agree with the following statements ndash wouldnrsquot you

1) Boumarsquos Law can be sensibly stated as saying that lsquocritical distance for crowding is

about half the targetrsquos eccentricityrsquo 2) Crowding is a peripheral phenomenon 3) Crowding

increases drastically with eccentricity (as does the minimal angle of resolution MAR) 4)

Crowding asymmetry For the nasal-temporal asymmetry of crowding Boumarsquos (1970)

paper is the one to cite 5) The more peripheral flanker is the more important one in

crowding 6) Critical crowding distance corresponds to a constant cortical distance in V1

7) Except for Bouma (1970) serious crowding research pretty much started in the

noughties I propose the answer is lsquonorsquo to all these questions So should we care I think

we should before we write the textbooks for the next generation

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

1 39 Strasburger ECVP 2018

Seven Myths on Crowding

ECVP 2018

Hans Strasburger

Medical Psychology University of Muumlnchen

wwwhansstrasburgerde

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

2 39 Strasburger ECVP 2018

Why talk about 7 trivialities

Today crowding is a vision-research household item every VR student knows about it

That was different back in the nineties it was a niche interest then (and my seniors advised me to do ldquosomething interestingrdquo instead)

However and surprisingly crowding is not yet in most textbooks and that will be the next step (Exception Basic Vision)

Instead when we open Goldstein eg (a standard perception book) we find things like this

HashtagLehrbuchentetextbook duck

Important German Duck

Why we use cone visionfor details

To demonstrate how foveal is superior to peripheral vision fixate the X hellip

So to prevent further hoaxes (canards ducks Enten) hellip

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

3 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

4 39 Strasburger ECVP 2018

Myth 1 Boumarsquos Law says d =frac12 EWell thatrsquos what he said right To quote Bouma

ldquoan open distance of roughly 05 deg is required for complete isolationrdquo

But there is a catch hellip

x a x+

fixation targetflanker flanker

Boumalsquos d

todaylsquos d

Boumas Law w Boumas d

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumas Law w todays d

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

vsNo difference right

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

5 39 Strasburger ECVP 2018

Myth 1 Boumarsquos Law says d =frac12 E cont

bull Proportionality in contrast is ridiculous in the center fovea

bull It would imply that target and flankers are at the same location there

Boumas Law

0

05

1

0 05 1 15 2

Eccentricity [deg]

Critical d

istanc

e [deg]

However in the fovea hellip

bull In todayrsquos terminology Bouma described a linear law not proportionality

bull Formally this is equivalent to M-scaling

bull Boumarsquos phrasing is well-defined in the center

Boumalsquos d

todaylsquos d

Weymouth (1958) already pointed out the importance of that difference(and myself 2011 p 34))

a+xx

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

6 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

7 39 Strasburger ECVP 2018

bullAgreed crowding is bombastic in the periphery ndash and is still underrated

Letrsquos go from outward to inward

bull In the periphery we donrsquot know crowding has only been tested up to 25deg eccyet the periphery extends to ~107deg (not 90deg ndash another myth)

bull1deg() ndash 25deg crowding overrides acuity and is most easily tested

bull In the fovea crowding is the bottleneck for reading and pattern recognitionPelli and coworkers have pointed that out most explicitly (Pelli et al 2007 Pelli amp Tillman 2008)

bullMost people underestimate the fovearsquos size its diameter is about 5degbullCrowding is present at the very center Up to 6rsquo target size (=01deg) critical

spacing is fixed (ldquohockey stick modelrdquo Coates amp Levi 2014 Siderov Waugh amp Bedell 2014)

Myth 2 Crowding is a peripheral phenomenon

So crowding is not just peripheral itrsquos everywhere

bullBut what happens at 6rsquo eccentricity

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

8 39 Strasburger ECVP 2018

Foveal crowding effect

ldquocontour interaction of foveal acuity targets occurs within a fixed angular zone of a few min arcldquo (~6rsquo) (Siderov Waugh Bedell 2013)

ldquoHockey stick modelrdquoldquoa simple 2-mechanism model in which the critical spacing for foveal contour interaction is fixed for Slt5rsquo and proportional to target size for Sgt5rsquo (Coates amp Levi 2014)

Letter size

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 5rsquo eccentricity

Foveal centerdata

Foveal centerdata

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

9 39 Strasburger ECVP 2018

Boumalsquos Law (1970) amp SiderovCoates

050 dEd

Eccentricity (deg)

Cen

ter-

cent

er c

ritic

al s

paci

ng (deg

)

d0

~45deg(or else)

01deg

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 0rsquo― 5rsquo eccentricityIs Boumarsquos law a straight line or a hockey stick

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

10 39 Strasburger ECVP 2018

Crowding (is peripheral) Middle Ages and later

Given that crowding can be so easily demonstrated hellip

ndash one just needs to show a word in the periphery and compare it to a single letter ndash

hellip how come it has been discovered so late

I have no answer but here are two examples that come close

bullAlhazen (al-Haytham) (11th century)

bull James Jurin (1684ndash1750)

Strasburger amp Wade 2015 i-Perception

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 2: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

1 39 Strasburger ECVP 2018

Seven Myths on Crowding

ECVP 2018

Hans Strasburger

Medical Psychology University of Muumlnchen

wwwhansstrasburgerde

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

2 39 Strasburger ECVP 2018

Why talk about 7 trivialities

Today crowding is a vision-research household item every VR student knows about it

That was different back in the nineties it was a niche interest then (and my seniors advised me to do ldquosomething interestingrdquo instead)

However and surprisingly crowding is not yet in most textbooks and that will be the next step (Exception Basic Vision)

Instead when we open Goldstein eg (a standard perception book) we find things like this

HashtagLehrbuchentetextbook duck

Important German Duck

Why we use cone visionfor details

To demonstrate how foveal is superior to peripheral vision fixate the X hellip

So to prevent further hoaxes (canards ducks Enten) hellip

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

3 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

4 39 Strasburger ECVP 2018

Myth 1 Boumarsquos Law says d =frac12 EWell thatrsquos what he said right To quote Bouma

ldquoan open distance of roughly 05 deg is required for complete isolationrdquo

But there is a catch hellip

x a x+

fixation targetflanker flanker

Boumalsquos d

todaylsquos d

Boumas Law w Boumas d

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumas Law w todays d

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

vsNo difference right

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

5 39 Strasburger ECVP 2018

Myth 1 Boumarsquos Law says d =frac12 E cont

bull Proportionality in contrast is ridiculous in the center fovea

bull It would imply that target and flankers are at the same location there

Boumas Law

0

05

1

0 05 1 15 2

Eccentricity [deg]

Critical d

istanc

e [deg]

However in the fovea hellip

bull In todayrsquos terminology Bouma described a linear law not proportionality

bull Formally this is equivalent to M-scaling

bull Boumarsquos phrasing is well-defined in the center

Boumalsquos d

todaylsquos d

Weymouth (1958) already pointed out the importance of that difference(and myself 2011 p 34))

a+xx

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

6 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

7 39 Strasburger ECVP 2018

bullAgreed crowding is bombastic in the periphery ndash and is still underrated

Letrsquos go from outward to inward

bull In the periphery we donrsquot know crowding has only been tested up to 25deg eccyet the periphery extends to ~107deg (not 90deg ndash another myth)

bull1deg() ndash 25deg crowding overrides acuity and is most easily tested

bull In the fovea crowding is the bottleneck for reading and pattern recognitionPelli and coworkers have pointed that out most explicitly (Pelli et al 2007 Pelli amp Tillman 2008)

bullMost people underestimate the fovearsquos size its diameter is about 5degbullCrowding is present at the very center Up to 6rsquo target size (=01deg) critical

spacing is fixed (ldquohockey stick modelrdquo Coates amp Levi 2014 Siderov Waugh amp Bedell 2014)

Myth 2 Crowding is a peripheral phenomenon

So crowding is not just peripheral itrsquos everywhere

bullBut what happens at 6rsquo eccentricity

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

8 39 Strasburger ECVP 2018

Foveal crowding effect

ldquocontour interaction of foveal acuity targets occurs within a fixed angular zone of a few min arcldquo (~6rsquo) (Siderov Waugh Bedell 2013)

ldquoHockey stick modelrdquoldquoa simple 2-mechanism model in which the critical spacing for foveal contour interaction is fixed for Slt5rsquo and proportional to target size for Sgt5rsquo (Coates amp Levi 2014)

Letter size

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 5rsquo eccentricity

Foveal centerdata

Foveal centerdata

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

9 39 Strasburger ECVP 2018

Boumalsquos Law (1970) amp SiderovCoates

050 dEd

Eccentricity (deg)

Cen

ter-

cent

er c

ritic

al s

paci

ng (deg

)

d0

~45deg(or else)

01deg

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 0rsquo― 5rsquo eccentricityIs Boumarsquos law a straight line or a hockey stick

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

10 39 Strasburger ECVP 2018

Crowding (is peripheral) Middle Ages and later

Given that crowding can be so easily demonstrated hellip

ndash one just needs to show a word in the periphery and compare it to a single letter ndash

hellip how come it has been discovered so late

I have no answer but here are two examples that come close

bullAlhazen (al-Haytham) (11th century)

bull James Jurin (1684ndash1750)

Strasburger amp Wade 2015 i-Perception

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 3: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

2 39 Strasburger ECVP 2018

Why talk about 7 trivialities

Today crowding is a vision-research household item every VR student knows about it

That was different back in the nineties it was a niche interest then (and my seniors advised me to do ldquosomething interestingrdquo instead)

However and surprisingly crowding is not yet in most textbooks and that will be the next step (Exception Basic Vision)

Instead when we open Goldstein eg (a standard perception book) we find things like this

HashtagLehrbuchentetextbook duck

Important German Duck

Why we use cone visionfor details

To demonstrate how foveal is superior to peripheral vision fixate the X hellip

So to prevent further hoaxes (canards ducks Enten) hellip

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

3 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

4 39 Strasburger ECVP 2018

Myth 1 Boumarsquos Law says d =frac12 EWell thatrsquos what he said right To quote Bouma

ldquoan open distance of roughly 05 deg is required for complete isolationrdquo

But there is a catch hellip

x a x+

fixation targetflanker flanker

Boumalsquos d

todaylsquos d

Boumas Law w Boumas d

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumas Law w todays d

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

vsNo difference right

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

5 39 Strasburger ECVP 2018

Myth 1 Boumarsquos Law says d =frac12 E cont

bull Proportionality in contrast is ridiculous in the center fovea

bull It would imply that target and flankers are at the same location there

Boumas Law

0

05

1

0 05 1 15 2

Eccentricity [deg]

Critical d

istanc

e [deg]

However in the fovea hellip

bull In todayrsquos terminology Bouma described a linear law not proportionality

bull Formally this is equivalent to M-scaling

bull Boumarsquos phrasing is well-defined in the center

Boumalsquos d

todaylsquos d

Weymouth (1958) already pointed out the importance of that difference(and myself 2011 p 34))

a+xx

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

6 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

7 39 Strasburger ECVP 2018

bullAgreed crowding is bombastic in the periphery ndash and is still underrated

Letrsquos go from outward to inward

bull In the periphery we donrsquot know crowding has only been tested up to 25deg eccyet the periphery extends to ~107deg (not 90deg ndash another myth)

bull1deg() ndash 25deg crowding overrides acuity and is most easily tested

bull In the fovea crowding is the bottleneck for reading and pattern recognitionPelli and coworkers have pointed that out most explicitly (Pelli et al 2007 Pelli amp Tillman 2008)

bullMost people underestimate the fovearsquos size its diameter is about 5degbullCrowding is present at the very center Up to 6rsquo target size (=01deg) critical

spacing is fixed (ldquohockey stick modelrdquo Coates amp Levi 2014 Siderov Waugh amp Bedell 2014)

Myth 2 Crowding is a peripheral phenomenon

So crowding is not just peripheral itrsquos everywhere

bullBut what happens at 6rsquo eccentricity

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

8 39 Strasburger ECVP 2018

Foveal crowding effect

ldquocontour interaction of foveal acuity targets occurs within a fixed angular zone of a few min arcldquo (~6rsquo) (Siderov Waugh Bedell 2013)

ldquoHockey stick modelrdquoldquoa simple 2-mechanism model in which the critical spacing for foveal contour interaction is fixed for Slt5rsquo and proportional to target size for Sgt5rsquo (Coates amp Levi 2014)

Letter size

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 5rsquo eccentricity

Foveal centerdata

Foveal centerdata

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

9 39 Strasburger ECVP 2018

Boumalsquos Law (1970) amp SiderovCoates

050 dEd

Eccentricity (deg)

Cen

ter-

cent

er c

ritic

al s

paci

ng (deg

)

d0

~45deg(or else)

01deg

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 0rsquo― 5rsquo eccentricityIs Boumarsquos law a straight line or a hockey stick

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

10 39 Strasburger ECVP 2018

Crowding (is peripheral) Middle Ages and later

Given that crowding can be so easily demonstrated hellip

ndash one just needs to show a word in the periphery and compare it to a single letter ndash

hellip how come it has been discovered so late

I have no answer but here are two examples that come close

bullAlhazen (al-Haytham) (11th century)

bull James Jurin (1684ndash1750)

Strasburger amp Wade 2015 i-Perception

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 4: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

3 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

4 39 Strasburger ECVP 2018

Myth 1 Boumarsquos Law says d =frac12 EWell thatrsquos what he said right To quote Bouma

ldquoan open distance of roughly 05 deg is required for complete isolationrdquo

But there is a catch hellip

x a x+

fixation targetflanker flanker

Boumalsquos d

todaylsquos d

Boumas Law w Boumas d

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumas Law w todays d

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

vsNo difference right

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

5 39 Strasburger ECVP 2018

Myth 1 Boumarsquos Law says d =frac12 E cont

bull Proportionality in contrast is ridiculous in the center fovea

bull It would imply that target and flankers are at the same location there

Boumas Law

0

05

1

0 05 1 15 2

Eccentricity [deg]

Critical d

istanc

e [deg]

However in the fovea hellip

bull In todayrsquos terminology Bouma described a linear law not proportionality

bull Formally this is equivalent to M-scaling

bull Boumarsquos phrasing is well-defined in the center

Boumalsquos d

todaylsquos d

Weymouth (1958) already pointed out the importance of that difference(and myself 2011 p 34))

a+xx

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

6 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

7 39 Strasburger ECVP 2018

bullAgreed crowding is bombastic in the periphery ndash and is still underrated

Letrsquos go from outward to inward

bull In the periphery we donrsquot know crowding has only been tested up to 25deg eccyet the periphery extends to ~107deg (not 90deg ndash another myth)

bull1deg() ndash 25deg crowding overrides acuity and is most easily tested

bull In the fovea crowding is the bottleneck for reading and pattern recognitionPelli and coworkers have pointed that out most explicitly (Pelli et al 2007 Pelli amp Tillman 2008)

bullMost people underestimate the fovearsquos size its diameter is about 5degbullCrowding is present at the very center Up to 6rsquo target size (=01deg) critical

spacing is fixed (ldquohockey stick modelrdquo Coates amp Levi 2014 Siderov Waugh amp Bedell 2014)

Myth 2 Crowding is a peripheral phenomenon

So crowding is not just peripheral itrsquos everywhere

bullBut what happens at 6rsquo eccentricity

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

8 39 Strasburger ECVP 2018

Foveal crowding effect

ldquocontour interaction of foveal acuity targets occurs within a fixed angular zone of a few min arcldquo (~6rsquo) (Siderov Waugh Bedell 2013)

ldquoHockey stick modelrdquoldquoa simple 2-mechanism model in which the critical spacing for foveal contour interaction is fixed for Slt5rsquo and proportional to target size for Sgt5rsquo (Coates amp Levi 2014)

Letter size

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 5rsquo eccentricity

Foveal centerdata

Foveal centerdata

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

9 39 Strasburger ECVP 2018

Boumalsquos Law (1970) amp SiderovCoates

050 dEd

Eccentricity (deg)

Cen

ter-

cent

er c

ritic

al s

paci

ng (deg

)

d0

~45deg(or else)

01deg

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 0rsquo― 5rsquo eccentricityIs Boumarsquos law a straight line or a hockey stick

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

10 39 Strasburger ECVP 2018

Crowding (is peripheral) Middle Ages and later

Given that crowding can be so easily demonstrated hellip

ndash one just needs to show a word in the periphery and compare it to a single letter ndash

hellip how come it has been discovered so late

I have no answer but here are two examples that come close

bullAlhazen (al-Haytham) (11th century)

bull James Jurin (1684ndash1750)

Strasburger amp Wade 2015 i-Perception

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 5: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

4 39 Strasburger ECVP 2018

Myth 1 Boumarsquos Law says d =frac12 EWell thatrsquos what he said right To quote Bouma

ldquoan open distance of roughly 05 deg is required for complete isolationrdquo

But there is a catch hellip

x a x+

fixation targetflanker flanker

Boumalsquos d

todaylsquos d

Boumas Law w Boumas d

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumas Law w todays d

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

vsNo difference right

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

5 39 Strasburger ECVP 2018

Myth 1 Boumarsquos Law says d =frac12 E cont

bull Proportionality in contrast is ridiculous in the center fovea

bull It would imply that target and flankers are at the same location there

Boumas Law

0

05

1

0 05 1 15 2

Eccentricity [deg]

Critical d

istanc

e [deg]

However in the fovea hellip

bull In todayrsquos terminology Bouma described a linear law not proportionality

bull Formally this is equivalent to M-scaling

bull Boumarsquos phrasing is well-defined in the center

Boumalsquos d

todaylsquos d

Weymouth (1958) already pointed out the importance of that difference(and myself 2011 p 34))

a+xx

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

6 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

7 39 Strasburger ECVP 2018

bullAgreed crowding is bombastic in the periphery ndash and is still underrated

Letrsquos go from outward to inward

bull In the periphery we donrsquot know crowding has only been tested up to 25deg eccyet the periphery extends to ~107deg (not 90deg ndash another myth)

bull1deg() ndash 25deg crowding overrides acuity and is most easily tested

bull In the fovea crowding is the bottleneck for reading and pattern recognitionPelli and coworkers have pointed that out most explicitly (Pelli et al 2007 Pelli amp Tillman 2008)

bullMost people underestimate the fovearsquos size its diameter is about 5degbullCrowding is present at the very center Up to 6rsquo target size (=01deg) critical

spacing is fixed (ldquohockey stick modelrdquo Coates amp Levi 2014 Siderov Waugh amp Bedell 2014)

Myth 2 Crowding is a peripheral phenomenon

So crowding is not just peripheral itrsquos everywhere

bullBut what happens at 6rsquo eccentricity

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

8 39 Strasburger ECVP 2018

Foveal crowding effect

ldquocontour interaction of foveal acuity targets occurs within a fixed angular zone of a few min arcldquo (~6rsquo) (Siderov Waugh Bedell 2013)

ldquoHockey stick modelrdquoldquoa simple 2-mechanism model in which the critical spacing for foveal contour interaction is fixed for Slt5rsquo and proportional to target size for Sgt5rsquo (Coates amp Levi 2014)

Letter size

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 5rsquo eccentricity

Foveal centerdata

Foveal centerdata

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

9 39 Strasburger ECVP 2018

Boumalsquos Law (1970) amp SiderovCoates

050 dEd

Eccentricity (deg)

Cen

ter-

cent

er c

ritic

al s

paci

ng (deg

)

d0

~45deg(or else)

01deg

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 0rsquo― 5rsquo eccentricityIs Boumarsquos law a straight line or a hockey stick

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

10 39 Strasburger ECVP 2018

Crowding (is peripheral) Middle Ages and later

Given that crowding can be so easily demonstrated hellip

ndash one just needs to show a word in the periphery and compare it to a single letter ndash

hellip how come it has been discovered so late

I have no answer but here are two examples that come close

bullAlhazen (al-Haytham) (11th century)

bull James Jurin (1684ndash1750)

Strasburger amp Wade 2015 i-Perception

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 6: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

5 39 Strasburger ECVP 2018

Myth 1 Boumarsquos Law says d =frac12 E cont

bull Proportionality in contrast is ridiculous in the center fovea

bull It would imply that target and flankers are at the same location there

Boumas Law

0

05

1

0 05 1 15 2

Eccentricity [deg]

Critical d

istanc

e [deg]

However in the fovea hellip

bull In todayrsquos terminology Bouma described a linear law not proportionality

bull Formally this is equivalent to M-scaling

bull Boumarsquos phrasing is well-defined in the center

Boumalsquos d

todaylsquos d

Weymouth (1958) already pointed out the importance of that difference(and myself 2011 p 34))

a+xx

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

6 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

7 39 Strasburger ECVP 2018

bullAgreed crowding is bombastic in the periphery ndash and is still underrated

Letrsquos go from outward to inward

bull In the periphery we donrsquot know crowding has only been tested up to 25deg eccyet the periphery extends to ~107deg (not 90deg ndash another myth)

bull1deg() ndash 25deg crowding overrides acuity and is most easily tested

bull In the fovea crowding is the bottleneck for reading and pattern recognitionPelli and coworkers have pointed that out most explicitly (Pelli et al 2007 Pelli amp Tillman 2008)

bullMost people underestimate the fovearsquos size its diameter is about 5degbullCrowding is present at the very center Up to 6rsquo target size (=01deg) critical

spacing is fixed (ldquohockey stick modelrdquo Coates amp Levi 2014 Siderov Waugh amp Bedell 2014)

Myth 2 Crowding is a peripheral phenomenon

So crowding is not just peripheral itrsquos everywhere

bullBut what happens at 6rsquo eccentricity

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

8 39 Strasburger ECVP 2018

Foveal crowding effect

ldquocontour interaction of foveal acuity targets occurs within a fixed angular zone of a few min arcldquo (~6rsquo) (Siderov Waugh Bedell 2013)

ldquoHockey stick modelrdquoldquoa simple 2-mechanism model in which the critical spacing for foveal contour interaction is fixed for Slt5rsquo and proportional to target size for Sgt5rsquo (Coates amp Levi 2014)

Letter size

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 5rsquo eccentricity

Foveal centerdata

Foveal centerdata

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

9 39 Strasburger ECVP 2018

Boumalsquos Law (1970) amp SiderovCoates

050 dEd

Eccentricity (deg)

Cen

ter-

cent

er c

ritic

al s

paci

ng (deg

)

d0

~45deg(or else)

01deg

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 0rsquo― 5rsquo eccentricityIs Boumarsquos law a straight line or a hockey stick

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

10 39 Strasburger ECVP 2018

Crowding (is peripheral) Middle Ages and later

Given that crowding can be so easily demonstrated hellip

ndash one just needs to show a word in the periphery and compare it to a single letter ndash

hellip how come it has been discovered so late

I have no answer but here are two examples that come close

bullAlhazen (al-Haytham) (11th century)

bull James Jurin (1684ndash1750)

Strasburger amp Wade 2015 i-Perception

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 7: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

6 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

7 39 Strasburger ECVP 2018

bullAgreed crowding is bombastic in the periphery ndash and is still underrated

Letrsquos go from outward to inward

bull In the periphery we donrsquot know crowding has only been tested up to 25deg eccyet the periphery extends to ~107deg (not 90deg ndash another myth)

bull1deg() ndash 25deg crowding overrides acuity and is most easily tested

bull In the fovea crowding is the bottleneck for reading and pattern recognitionPelli and coworkers have pointed that out most explicitly (Pelli et al 2007 Pelli amp Tillman 2008)

bullMost people underestimate the fovearsquos size its diameter is about 5degbullCrowding is present at the very center Up to 6rsquo target size (=01deg) critical

spacing is fixed (ldquohockey stick modelrdquo Coates amp Levi 2014 Siderov Waugh amp Bedell 2014)

Myth 2 Crowding is a peripheral phenomenon

So crowding is not just peripheral itrsquos everywhere

bullBut what happens at 6rsquo eccentricity

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

8 39 Strasburger ECVP 2018

Foveal crowding effect

ldquocontour interaction of foveal acuity targets occurs within a fixed angular zone of a few min arcldquo (~6rsquo) (Siderov Waugh Bedell 2013)

ldquoHockey stick modelrdquoldquoa simple 2-mechanism model in which the critical spacing for foveal contour interaction is fixed for Slt5rsquo and proportional to target size for Sgt5rsquo (Coates amp Levi 2014)

Letter size

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 5rsquo eccentricity

Foveal centerdata

Foveal centerdata

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

9 39 Strasburger ECVP 2018

Boumalsquos Law (1970) amp SiderovCoates

050 dEd

Eccentricity (deg)

Cen

ter-

cent

er c

ritic

al s

paci

ng (deg

)

d0

~45deg(or else)

01deg

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 0rsquo― 5rsquo eccentricityIs Boumarsquos law a straight line or a hockey stick

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

10 39 Strasburger ECVP 2018

Crowding (is peripheral) Middle Ages and later

Given that crowding can be so easily demonstrated hellip

ndash one just needs to show a word in the periphery and compare it to a single letter ndash

hellip how come it has been discovered so late

I have no answer but here are two examples that come close

bullAlhazen (al-Haytham) (11th century)

bull James Jurin (1684ndash1750)

Strasburger amp Wade 2015 i-Perception

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 8: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

7 39 Strasburger ECVP 2018

bullAgreed crowding is bombastic in the periphery ndash and is still underrated

Letrsquos go from outward to inward

bull In the periphery we donrsquot know crowding has only been tested up to 25deg eccyet the periphery extends to ~107deg (not 90deg ndash another myth)

bull1deg() ndash 25deg crowding overrides acuity and is most easily tested

bull In the fovea crowding is the bottleneck for reading and pattern recognitionPelli and coworkers have pointed that out most explicitly (Pelli et al 2007 Pelli amp Tillman 2008)

bullMost people underestimate the fovearsquos size its diameter is about 5degbullCrowding is present at the very center Up to 6rsquo target size (=01deg) critical

spacing is fixed (ldquohockey stick modelrdquo Coates amp Levi 2014 Siderov Waugh amp Bedell 2014)

Myth 2 Crowding is a peripheral phenomenon

So crowding is not just peripheral itrsquos everywhere

bullBut what happens at 6rsquo eccentricity

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

8 39 Strasburger ECVP 2018

Foveal crowding effect

ldquocontour interaction of foveal acuity targets occurs within a fixed angular zone of a few min arcldquo (~6rsquo) (Siderov Waugh Bedell 2013)

ldquoHockey stick modelrdquoldquoa simple 2-mechanism model in which the critical spacing for foveal contour interaction is fixed for Slt5rsquo and proportional to target size for Sgt5rsquo (Coates amp Levi 2014)

Letter size

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 5rsquo eccentricity

Foveal centerdata

Foveal centerdata

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

9 39 Strasburger ECVP 2018

Boumalsquos Law (1970) amp SiderovCoates

050 dEd

Eccentricity (deg)

Cen

ter-

cent

er c

ritic

al s

paci

ng (deg

)

d0

~45deg(or else)

01deg

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 0rsquo― 5rsquo eccentricityIs Boumarsquos law a straight line or a hockey stick

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

10 39 Strasburger ECVP 2018

Crowding (is peripheral) Middle Ages and later

Given that crowding can be so easily demonstrated hellip

ndash one just needs to show a word in the periphery and compare it to a single letter ndash

hellip how come it has been discovered so late

I have no answer but here are two examples that come close

bullAlhazen (al-Haytham) (11th century)

bull James Jurin (1684ndash1750)

Strasburger amp Wade 2015 i-Perception

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 9: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

8 39 Strasburger ECVP 2018

Foveal crowding effect

ldquocontour interaction of foveal acuity targets occurs within a fixed angular zone of a few min arcldquo (~6rsquo) (Siderov Waugh Bedell 2013)

ldquoHockey stick modelrdquoldquoa simple 2-mechanism model in which the critical spacing for foveal contour interaction is fixed for Slt5rsquo and proportional to target size for Sgt5rsquo (Coates amp Levi 2014)

Letter size

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 5rsquo eccentricity

Foveal centerdata

Foveal centerdata

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

9 39 Strasburger ECVP 2018

Boumalsquos Law (1970) amp SiderovCoates

050 dEd

Eccentricity (deg)

Cen

ter-

cent

er c

ritic

al s

paci

ng (deg

)

d0

~45deg(or else)

01deg

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 0rsquo― 5rsquo eccentricityIs Boumarsquos law a straight line or a hockey stick

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

10 39 Strasburger ECVP 2018

Crowding (is peripheral) Middle Ages and later

Given that crowding can be so easily demonstrated hellip

ndash one just needs to show a word in the periphery and compare it to a single letter ndash

hellip how come it has been discovered so late

I have no answer but here are two examples that come close

bullAlhazen (al-Haytham) (11th century)

bull James Jurin (1684ndash1750)

Strasburger amp Wade 2015 i-Perception

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 10: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

9 39 Strasburger ECVP 2018

Boumalsquos Law (1970) amp SiderovCoates

050 dEd

Eccentricity (deg)

Cen

ter-

cent

er c

ritic

al s

paci

ng (deg

)

d0

~45deg(or else)

01deg

Question to Siderov Waugh Bedell Coates and LeviWhat happens at 0rsquo― 5rsquo eccentricityIs Boumarsquos law a straight line or a hockey stick

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

10 39 Strasburger ECVP 2018

Crowding (is peripheral) Middle Ages and later

Given that crowding can be so easily demonstrated hellip

ndash one just needs to show a word in the periphery and compare it to a single letter ndash

hellip how come it has been discovered so late

I have no answer but here are two examples that come close

bullAlhazen (al-Haytham) (11th century)

bull James Jurin (1684ndash1750)

Strasburger amp Wade 2015 i-Perception

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 11: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

10 39 Strasburger ECVP 2018

Crowding (is peripheral) Middle Ages and later

Given that crowding can be so easily demonstrated hellip

ndash one just needs to show a word in the periphery and compare it to a single letter ndash

hellip how come it has been discovered so late

I have no answer but here are two examples that come close

bullAlhazen (al-Haytham) (11th century)

bull James Jurin (1684ndash1750)

Strasburger amp Wade 2015 i-Perception

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 12: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

11 39 Strasburger ECVP 2018

Alhazen (Ibn al-Haytham ca 965ndash1039)

ldquoThe experimenter should then gently move the strip [with a word written on it] along the transverse line in the board making sure that its orientation remains the same and as he does this direct his gaze at the middle strip while closely con-templating the two strips He will find that as the moving strip gets farther from the middle the word that is on it becomes less and less clear and decreases in clarity until [the observer] ceases to comprehend or ascertain its form Then if he moves it further he will find that the form of that word becomes more confused and obscurerdquo

(Ibn al-Haytham translated in Sabra 1989 pp 244ndash245 cit after Strasburger amp Wade 2015)

(For more on al-Haytham ask Guumll Russell)

Had he compared it to a single letter he would have got it

N Wade (2015)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 13: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

12 39 Strasburger ECVP 2018

James Jurin (1738)

ldquoThe more compounded any object is or the more parts it consists of it will ceterisparibus be more difficult for the eye to perceive and distinguish its several partsrdquo(Jurin 1738 p 150)

Wade (2015)

Jurin got very close to describing crowding

Strasburger amp Wade (2015) James Jurin (1684ndash1750) A pioneer of crowding researchrdquo JOV

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 14: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

13 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 15: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

14 39 Strasburger ECVP 2018

Myth 3 Crowding increases drastically with eccentricity(as does the MAR)

I owe this insight to a great paper by Ruth Rosenholtz (2016 Ann Rev Vis Sci)

Yes crowding increases with eccentricity minus thatrsquos Boumarsquos Law

But only moderately People over-estimate it by 10-fold (myself included)

bull The reason is this nice demo from Anstis (1974)

bull To increase visibility letters were enlarged by times10

bull But distance was kept constant

bull The same overestimation applies to the MAR

bull And is repeated in textbooks

HashtagLehrbuchentetextbook duck

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 16: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

15 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 17: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

16 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

A long-standing puzzle The peripheral flanker often masks more

People like to cite Boumarsquos paper for that asymmetry And indeed Bouma mentions it in his short 1970 Nature letter helliphellip but only from pilot data and only as an aside The credit must go to Mackworth (1965) He reported the asymmetry earlier And it is him whom Bouma refers to (both in his 1970 and his 1973 paper)

x a x+

fixation target flanker canbe farther

away

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 18: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

17 39 Strasburger ECVP 2018

Myth 4 For the crowding asymmetry cite Bouma (1970)

Bouma (1970)

A pilot experiment indicated that in the xa situation the adverse interaction is stronger if the interfering x is at the peripheral side of the unknown letter rather than the foveal side The area of interaction is thus not quite circular around the position of the unknown letter but rather egg‐shaped towards the retinal periph‐ery (compare Mackworth Psychon Sci 3 67 1965)

Macworth (1965)

This end‐of‐the‐line effect was followed up in another study with 20 further Harvard and Radcliffe Ss The tachistoscopic conditions were identical except that now only five letters were presented in 100 msec Even two extra noise letters can drastically reduce recognition scores for three wanted letters provided the two noise letters are added just outside the wanted letters They have much less effect when they are placed just inside the wanted letters the recognition score doubles when the wanted letters are outside the unwanted This suggest that the scanning of the visual image hellip may be untertaken from the outside inward hellip

End‐of‐the‐line effect eg Haslerud amp Clark (1957)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 19: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

18 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 20: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

19 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one

There seems consensus The peripheral flanker causes more crowding

bull Well yes Mackworth (1965) finds that

bull Bouma (1970) says it as an aside from pilot data(but has not really followed up much on it itrsquos a different asymmetry he writes about later)

But the nasal-temporal asymmetry has been investigated ― thoroughly ― by

bull Estes amp Wolford (1971)

bull Estes et al (1976)

bull Krumhansl (1977) and

bull Chastain (1982 1983)

bull Bex Dakin amp Simmers (2003) for moving targets

They do find the above Unfairly these papers hardly ever get credit in the vast current crowding literature (see Strasburger amp Malania 2013 and Strasburger 2014 for review)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 21: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

20 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more important onersquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Chastain (1982) ldquoconfusability between members of a parafoveally exposed pair of letters affected accuracy of identifying the peripheral but not the central letterrdquo

bull This implies that the similarity (to the target) of the flanker located centrally not peripherally plays a larger role for target identification

bull Chastain (1982) also points out that this result is incompatible with the explanation that interference results from feature movement from the peripheral to the central letter since then similar flankers should exert less not more influence

x a x+

confusabilityNo feature movement

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 22: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

21 39 Strasburger ECVP 2018

Myth 5 Peripheral flanker is the more important one cont

Adding insult to injury the widely cited result that lsquothe more peripheral flanker is the more importantrsquo ndash is controversial and not that clear-cut as current authors would like to suggest (ignoring the entire literature on the matter)

bull The opposite asymmetry was reported by Chastain (1982)

bull was found in Krumhanslrsquos (1977) data by Chastainrsquos re-analysis

bull and was recently reported by Strasburger amp Malania (2013) and Strasburger (2014)

Strasburger amp Malania (2013)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 23: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

22 39 Strasburger ECVP 2018

Reverse asymmetry of confusions

Whole-letter confusions increase to the periphery for nasal flankers only

Opposite of the literature

It means we recognize ndash but donrsquot know what

Strasburger amp Malania (2013 JOV) Strasburger (2014 Perception)

0

10

20

30

40

0 2 4 6Eccentricity (deg)

C

orre

pond

ence

s

Corr Left CorrRight

A

00

04

08

12

16

20

0 2 4 6

Eccentricity (deg)

Left-

Rig

ht R

atio

of

Cor

resp

onde

nces

B

Flankers separately Leftright ratio

Peripheralflanker

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 24: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

23 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 25: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

24 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 26: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

25 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 27: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

26 39 Strasburger ECVP 2018

fixation point

Part of the 8 moves inwards

temporal flanker

nasal flanker

target

temporal flanker

nasal flanker

fixation point

temporal flanker

nasal flanker

target

fixation point

temporal flanker

nasal flanker

temporal flanker

nasal flanker

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 28: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

27 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 29: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

28 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 30: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

29 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

No animation in pdf Show rapidly

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 31: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

30 39 Strasburger ECVP 2018

fixation point

The 9 moves outwards

temporal flanker

nasal flanker

target

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 32: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

31 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Cr research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 33: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

32 39 Strasburger ECVP 2018

Myth 6 Critical crowding distance is constant in V1

bull Crowding is a cortical phenomenon (Flom Weymouth amp Kahnemann 1963)

bull So does Boumarsquos Law have a cortical equivalent

bull Motter amp Simoni (2007) proposed constant cortical critical distance

bull Pelli (2008) derives it mathematically from Schwartzrsquos (1980) simplified log location function

bull However Schwartzrsquos simplified log law only holds above ~ 4deg ecc

2

2 1ln2ln E

Edd

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Cortical critical distance

0

1

2

3

4

0 10 20 30 40 50 60

Cortical location [mm]

Cortical cr

itical d

istan

ce [m

m]

Boumarsquos Law Locationfunction

Cortical equivalent

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 34: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

33 39 Strasburger ECVP 2018

Critical crowding distance is not a constant in V1

bull Cortical critical crowding distance (CCCD) A corrected rule that includes the central fovea is presented in Strasburger submitted 2018 to JOV

bull (For a new cortical location function see also there)

Critical distance

0

5

10

15

0 5 10 15 20 25

Eccentricity [deg]

Critical d

istance [deg]

Boumarsquos Law CCCDfunction

Cortical equivalent

Cortical critical crowding distance

0

1

2

3

4

5

0 5 10 15 20 25

Eccentricity [deg]

kapp

a (m

m)

)1(

)ˆ1(1ln

2

2

2

020

EE

EE

EEM

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 35: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

34 39 Strasburger ECVP 2018

Seven myths on crowding ndash Outline

bull Myth 1 Boumarsquos Law says d =frac12 E

bull Myth 2 Crowding is peripheral

bull Myth 3 and increases drastically with eccentricity

bull Myth 4 Crowding asymmetry cite Bouma (1970)

bull Myth 5 Peripheral flanker is the more important one

bull Myth 6 Critical distance is constant in the cortex (V1)

bull Myth 7 Crowding research pretty much started after 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 36: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

35 39 Strasburger ECVP 2018

Myth 7 Research pretty much started after 2000

There is Bouma (1970)

Then Pelli et al (2004)

Yes Pelli Palomares amp Majaj (2004) is a landmark

But extensive work from the 60s and 70s (as well as Korte 1923) are just mostly neglected The main reason perhaps being that crowding was called something else1

― lateral masking lateral inhibition lateral interference interaction effects contour interaction surround suppression ―

so these papers will not show up in search machines

1 Strasburger et al (JOV 2011)

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 37: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

36 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 38: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

37 39 Strasburger ECVP 2018

Limits of measurement Crowding

Crowding Limits of Measurement101 Studies

0

5

10

15

20

25

30

1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 2020

Year

Lim

it (d

eg)

Blind spot line

Korte 1923 Anstis 1974

Chung 2013

He et al 1996

Pelli etal 2004

Pelli etal 2007

Hess etal 2000

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 39: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

38 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018

Page 40: Seven myths on crowding - PeerJSeven myths on crowding Crowding research has become a hotbed of vision research and some fundamentals are now widely agreed upon. You would agree with

39 39 Strasburger ECVP 2018

Crowding research 1923 ndash 2004

‐‐1936lsquo53Ehlers

01962Stuart amp Burian

521983Wolford amp Chambers

31982Chastain

171980Wolford amp Shum

101979Jacobs

51979Banks et al

851978Loomis

121977Krumhansl amp Thomas

1061976Estes Allmeyer amp Reder

121976Andriessen amp Bouma

231975Wolford

261974Wolford amp Hollingsworth

251974Anstis

51973Bouma

281971Townend Taylor amp Brown

261969Shaw

51965Mackworth

201923Korte

Limit degYearAutors

101985Levi Klein amp Aitsebaomo

Limit degYearAutors

41991Strasburger Harvey amp Rentschler

1251992Geiger Lettvin amp Zegarra‐Moran

101992Toet amp Levi

72004Huckauf amp Heller

252004Pelli Palomares amp Majaj

82003Bex et al

922002Tripathy amp Cavanagh

52002Levi Hariharan amp Klein

72002Huckauf amp Heller

252001Parkes Lund Agelucci Solomon Morgan

102001Fine

52001Chung Levi amp Legge

162000Xing amp Heeger

022000Liu amp Arditi

192000Hess Dakin Kapoor amp Tewfik

71999Huckauf Heller amp Nazir

751996Higgins Arditi amp Knoblauch

251996He Cavanagh amp Intriligator

PeerJ Preprints | httpsdoiorg107287peerjpreprints27250v1 | CC BY 40 Open Access | rec 3 Oct 2018 publ 3 Oct 2018