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http://scripts.mit.edu/~raskar/lightfields/index.php?title=An_Introduction_to_The_Wigner_Distribution_in_Geometric_Optics
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Wave Phenomenon in Geometric Optics
Tom CuypersSe Baek Oh
Roarke HorstmeyerRamesh Raskar
Part 1Introduction
Overview
1. Introduction and Welcome
2. Relating wave propagation to Light Fields
3. Augmented Light Fields
4. Applications in Imaging
Motivation
• Dual representation of light:
– Photons travelling in a straight line
Computer Graphics
http://graphics.ucsd.edu/~henrik/images
Computational Photography
http://graphics.stanford.edu/projects/lightfield
Motivation
• Dual representation of light:
– Photons travelling in a straight line
– Waves traveling in all directionsHolography
http://www.humanproductivitylab.com/images
Optics
Motivation
• Dual representation of light:
– Photons travelling in a straight line
– Waves traveling in all directions
• Goal of the course:
Provide a gentle introduction of wave phenomenon using ray-based representations
Wave phenomena in the real world
• Fluid surfaces
http://4.bp.blogspot.com/_NpINLHeo8rM/Rsl52vjOKII/AAAAAAAAFMM/WnESejvzq5Y/s400/s
plash-water-waves-4559.JPG
Wave phenomena in the real world
• Fluid surfaces
• Sound waves
http://fetch1.com/wp-content/uploads/2009/11/hd-800_detail_sound-waves1.jpg
Wave phenomena in the real world
• Fluid surfaces
• Sound waves
• Electromagnetic waves
– Microscopic scale
http://upload.wikimedia.org/wikipedia/commons/archive/1/1f/20090127195426!Ggb_in_soap_bubble_1.jpg
1
Coherence
• Degree of making interference– coherent ⇐ partially coherent ⇒ incoherent
• Correlation of two points on wavefront– (≈phase difference)
Coherent: deterministic phase relation
Incoherent: uncorrelated phase
relation
1
Coherence
• throwing stones......
single point source many point sources
⇒ coherent ⇒ if thrown identically, still coherent!
⇒ if thrown randomly, then incoherent!
1
Coherence
• Temporal coherence:
– spectral bandwidth
• monochromatic: temporally coherent
• broadband (white light): temporally incoherent
• Spatial coherence:
– spatial bandwidth (angular span)
• point source: spatially coherent
• extended source: spatially incoherent
1
ExampleTemporally incoherent;
spatially coherent
Temporally &
spatially coherent
Temporally &
spatially incoherentTemporally coherent;
spatially incoherent
laser
rotating diffuser
What is a wave?
• Types
– Electromagnetic waves
– Mechanical Waves
http://en.wikipedia.org/wiki/File:EM_spectrum.svg
What is a wave?
• Types
– Electromagnetic waves
– Mechanical Waves
http://www.gi.alaska.edu/chaparral/acousticspectrum.jpg
What is a wave?
• Types
• Properties
– Wavelength: λ
– Frequency :
– Phase: p
– Amplitude: A
– Polarization
λ
p=0p=π/2
p=πp=3π/2
A
http://www.ccrs.nrcan.gc.ca/glossary/images/3104.gif
What are wave phenomena?
• Huygens principle
What are wave phenomena?
• Huygens principle
What are wave phenomena?
• Huygens principle
What are wave phenomena?
• Huygens principle
What are wave phenomena?
• Huygens principle
• Diffraction
What are wave phenomena?
• Huygens principle
• Diffraction
What are wave phenomena?
• Huygens principle
• Diffraction
What are wave phenomena?
• Huygens principle
• Diffraction
What are wave phenomena?
• Huygens principle
• Diffraction
What are wave phenomena?
• Huygens principle
• Diffraction
• Interference
Wave A
Wave B
Constructive
interference
What are wave phenomena?
• Huygens principle
• Diffraction
• Interference
Wave A
Wave B
Destructive
interference
What are wave phenomena?
• Huygens principle
• Diffraction
• Interference
• Example N
Reflection
Ray-based
What are wave phenomena?
• Huygens principle
• Diffraction
• Interference
• Example
Reflection
Huygens Principle
What are wave phenomena?
• Huygens principle
• Diffraction
• Interference
• Example
Reflection
Huygens Principle
What are wave phenomena?
• Huygens principle
• Diffraction
• Interference
• Example
Reflection
Huygens Principle
What are wave phenomena?
• Huygens principle
• Diffraction
• Interference
• Example
Reflection
Huygens Principle
What are wave phenomena?
• Huygens principle
• Diffraction
• Interference
• Example
Reflection
Huygens Principle
What are wave phenomena?
• Huygens principle
• Diffraction
• Interference
• Example
Reflection
Huygens Principle
Part 2Relating Wave Phenomena
to Light Fields
Introduction
• Review of Light Fields
• Review of Waves using Fourier optics principles ? (intro)
• Introduction to the Wigner Distribution Function
• Augmented Light Fields to represent wave phenomena
Plenoptic Function
• Q: What is the set of all things that we can ever see?
• A: The Plenoptic Function (Adelson & Bergen)
Let’s start with a stationary person and try to parameterize
everything that he can see…
Gray Snapshot
• P(θ,φ) is intensity of light– Seen from a single view point– At a single time– Averaged over the wavelengths of the visible spectrum• (can also do P(x,y), but spherical coordinate are nicer)
Color Snapshot
P(θ,φ,λ) is intensity of light– Seen from a single view point– At a single time– As a function of wavelength
Movie
P(θ,φ,λ,t) is intensity of light– Seen from a single view point– Over time– As a function of wavelength
Holographic Movie
P(θ,φ,λ,t,Vx, Vy, Vz) is intensity of light
• – Seen from ANY single view point
• – Over time
• – As a function of wavelength
Plenoptic Function
P(θ,φ,λ,t,Vx, Vy, Vz)
• Can reconstruct every possible view, at every moment, from every position, at every wavelength
• Contains every photograph, every movie, everything that anyone has ever seen.
Sampling Plenoptic Function (top view)
Ray
Let’s not worry about time and color:
5D : P(θ,φ,VX,VY,VZ)
• – 3D position
• – 2D direction
Ray
• No Occluding ObjectsP(θ,φ,VX,VY,VZ)
• 4D2D position– 2D direction
• The space of all lines in 3-D space is 4D.
Representation
(x,y)
(θ,φ)
(x,y)
(u,v)
Position-angle
representation
2 plane
representation
Light Field Camera
Point Grey
Mark levoy
Why Study Light Fields Using Wave Optics?
MacroMicro
x
θz=z0
z=0
x
fz=z0
z=0
Light
Field
Wigner
Distribution
Wave Optics
• Waves instead of rays
• Interference & diffraction
• Plane of point emitters
(Huygen’s principle)
• Each emitter has amplitude
and phase
Parallel rays Plane waves
Position and direction in wave optics
• Spatial frequency: f
1
f
Position and direction in wave optics
• Spatial frequency: f
• Direction of wave: θ
1
f
λ
θSmall θ assumption:
Position and direction in wave optics
Complex wavefront = parallel wavefronts
Wigner Distribution Function
• Input: one-dimensional function of position
• Output: two-dimensional function of position and spatial frequency
• (some) information about spectrum at each position
Auto correlation of complex wavefront
5
Wigner Distribution Function
...
...
2D Wigner Distribution
• Projection along frequency yields power
• Projection along position yield spectral power
f
x
W(x,f)
2D Wigner Distribution
• Projection along frequency yields power
• Projection along position yield spectral power
f
x
x
W(x,f)
|h(x)|²
2D Wigner Distribution
• Projection along frequency yields power
• Projection along position yield spectral power
f
x
x
W(x,f)
|h(x)|²
f
|f(x)|²
2D Wigner Distribution
• Projection along frequency yields power
• Projection along position yield spectral power
f
x
x
W(x,f)
|h(x)|²
f
|f(x)|²
2D Wigner Distribution
Remarks:
• Possible negative values
• Uncertainty principle
f
x
W(x,f)
Relationship with Light Fields:Observable Light Fields
• Move aperture across plane
• Look at direction spread
• Continuous form of plenopticcamera
Scene
• Move aperture across plane
• Look at direction spread
• Continuous form of plenopticcamera
Scene
Relationship with Light Fields:Observable Light Fields
• Move aperture across plane
• Look at direction spread
• Continuous form of plenopticcamera
Scene
Relationship with Light Fields:Observable Light Fields
• Move aperture across plane
• Look at direction spread
• Continuous form of plenopticcamera
Scene
Relationship with Light Fields:Observable Light Fields
• Move aperture across plane
• Look at direction spread
• Continuous form of plenopticcamera
Scene
Relationship with Light Fields:Observable Light Fields
• Move aperture across plane
• Look at direction spread
• Continuous form of plenopticcamera
Scene
Relationship with Light Fields:Observable Light Fields
• Move aperture across plane
• Look at direction spread
• Continuous form of plenopticcamera
Scene
Aperture
Position x
θ
Relationship with Light Fields:Observable Light Fields
Relationship with Light Fields:Observable Light Fields
Relationship with Light Fields:Observable Light Fields
Wave
Aperture Window
Fourier Transform
Power
Relationship with Light Fields:Observable Light Fields
Wave
Aperture Window
Fourier Transform
Power
Relationship with Light Fields:Observable Light Fields
Wave
Aperture Window
Fourier Transform
Power
Wigner Distribution
of wave functionWigner Distribution
of aperture window
Relationship with Light Fields:Observable Light Fields
Wigner Distribution
of wave functionWigner Distribution
of aperture window
Blur trades off
resolution in position
with direction
Relationship with Light Fields:Observable Light Fields
Wigner Distribution
of wave function
At zero wavelength limit
(regime of ray optics)
Relationship with Light Fields:Observable Light Fields
At zero wavelength limit
(regime of ray optics)
Observable light field and Wigner equivalent!
Observable Light Field
• Observable light field is a blurred Wigner distribution with a modified coordinate system
• Blur trades off resolution in position with direction
• Wigner distribution and observable light field equivalent at zero wavelength limit
Light Fields and Wigner
• Observable Light Fields = special case of Wigner
• Ignores wave phenomena
• Can we also introduce wave phenomena in light fields?
– -> Augmented Light Fields
Part 3Augmenting Light Fields
Introduction
Traditional
Light Field
light field
radiance of ray
ref. plane
position
ray optics based
simple and powerful
Introduction
Traditional
Light Field
light field
radiance of ray
ref. plane
position
direction
ray optics based
simple and powerful
Introduction
Traditional
Light Field
ray optics based
simple and powerful
Introduction
Wigner
Distribution
Function
Traditional
Light Field
ray optics based
simple and powerful
rigorous but cumbersome
wave optics based
limited in diffraction & interference
Introduction
Wigner
Distribution
Function
Traditional
Light Field
ray optics based
simple and powerful
rigorous but cumbersome
wave optics based
limited in diffraction & interference
holograms beam shaping
rotational PSF
Augmented LF
Wigner
Distribution
Function
Traditional
Light Field
WDF
Traditional
Light Field
Augmented LF
Interference & Diffraction
Interaction w/ optical elements
ray optics based
simple and powerful
limited in diffraction & interference
rigorous but cumbersome
wave optics based
Non-paraxial propagation
Augmented LF
• Not a new light field
• A new methodology/framework to create, modulate, and propagate light fields
– stay purely in position-angle space
• Wave optics phenomena can be understood with the light field
Augmented LF framework
(diffractive)
optical
element
LF
Augmented LF framework
LF propagation
(diffractive)
optical
element
LF LF
Augmented LF framework
LF propagation
(diffractive)
optical
element
LF LF LF
light field transformer
negative radiance
Augmented LF framework
LF propagation
(diffractive)
optical
element
LF LF LF LF
LF propagation
light field transformer
negative radiance
Tech report, S. B. Oh et al.
Outline
• Limitations of Light Field analysis
– Ignore wave phenomena
– Only positive ray -> no interference
Outline
• Limitations of Light Field analysis
• Augmented Light Field
– free-space propagation
Outline
• Limitations of Light Field analysis
• Augmented Light Field
– free-space propagation
– virtual light projector in the ALF
• Possible negative
• Coherence
Outline
• Limitations of Light Field analysis
• Augmented Light Field
– free-space propagation
– virtual light projector in the ALF
• Possible negative
• Coherence
– light field transformer
Assumptions
• Monochromatic (= temporally coherent)
– can be extended into polychromatic
• Flatland (= 1D observation plane)
– can be extended to the real world
• Scalar field and diffraction (= one polarization)
– can be extended into polarized light
• No non-linear effect (two-photon, SHG, loss,
absorption, etc)
Young’s experiment
light from
a laser
screendouble
slit
constructive interference
Young’s experiment
light from
a laser
screendouble
slitdestructive interference
Young’s experiment
ref. plane
Light Field WDF
Young’s experiment
Light Field WDF
ref. plane
projection projection
9
Virtual light projector
virtual light projector
Augmented
LF
positive
negative
intensity=0
at the mid point
projection
Not conflict with physics
real projector
real projector
9
Virtual light projector
real projector
real projector
first null
(OPD = λ/2)
virtual light projector
9
Virtual light projector
first null
(OPD = λ/2)hyperbola
λ/2asymptote of
hyperbola
valid in Fresnel regime
(or paraxial)
1
Virtual light projectorin high school physics
class,
destructive interference(need negative radiance from
virtual light projector)
Video
waves
1
Question
• Does a virtual light projector also work for incoherent light?
• Yes!
1
Temporal coherence
• Broadband light is incoherent
• ALF (also LF and WDF) can be defined for different wavelength and treated independently
1
Young’s Exp. w/ white light
1
Young’s Exp. w/ white lightRed
Green
Blue
1
Young’s Exp. w/ white lightRed
Green
Blue
1
Spatial coherence
• ALF w/ virtual light projectors is defined for spatially coherent light
• For partially coherent/incoherent light, adding the defined ALF still gives valid results!
1
Young’s Exp. w/ spatially incoherent light
1
Young’s Exp. w/ spatially
incoherent light
1
Young’s Exp. w/ spatially incoherent light
1
w/ random
phase
(uncorrelated)
spatially incoherent light:
infinite number of waves propagating along all
the direction with random phase delay
Young’s Exp. w/ spatially incoherent light
1
w/ random
phase
(uncorrelated)
Addition
Young’s Exp. w/ spatially
incoherent light
1
w/ random
phase
(uncorrelated)
Addition
Young’s Exp. w/ spatially
incoherent light
1
Light Field Transformer
• light field interactions w/ optical elements
Light field transformer
1
Light Field Transformer
Dimension Property Note8D reflectance field,
volume hologram
6D display,
BTF
many optical elements
shield field
8D(4D) thick, shift variant,
angular variant
thin, shift variant,
angular variant
thin, shift variant,
angular invariant
attenuation
6D(3D)
4D(2D)
2D(1D)
1
• the most generalized case
8D LF Transformer
1
• For thin optical elements
6D LF Transformer
6D Display
Bidirectional
Texture Function
Courtesy of Paul Debevec
Courtesy of Martin Fuchs
1
4D LF Transformer
• w/ angle shift invariant elements (in the paraxial region)– e.g. aperture, lens, thin grating, etc
Part 4Applications in Imaging
1
Message
• LF is a very powerful tool to understand wave-related phenomena
– and potentially design and develop new systems and applications
1
Augmented LF
WDF
Light
Field
Augmented LF
LF
propagation
(diffractive)
optical
element
LF LF LF LF
LF
propagation
light field transformer
negative radiance
Outline
wavefront coding
holography
gaussian beam
rotating PSF
1
Gaussian Beam (from a laser pointer)
• Beam from a laser
– a solution of paraxial wave equation
20 mm beam
width
20 m distance
1
• ALF (and WDF) of the Gaussian Beam is also Gaussian in x-θspace
Gaussian Beam
1
Gaussian Beam
x-θ space z-x space
20 mm beam
width
20 m
distance
1
Wavefront coding
• ALF of a phase mask(slowly varying ϕ(x))
conventional wavefront coding
extended DOF
(w/ deconvolution)
1
Unusual PSF for depth from defocus
standard PSF DH PSF
Courtesy of S. R. P. Pavani
U. of Colorado@Boulder
Prof. Rafael Piestun’s group
Univ. of Colorado@Boulder
Defocus circle with distance
1
Rotating PSF
• Rotating beams
– Superposition along a straight line
– Rotation rate related to slope of line
– Both intensity and phase rotate
– Maximum rotation rate in Rayleigh range
intensity
Courtesy of S. R. P. Pavani
1
Courtesy of S. R. P. Pavani
Rotating PSF
1
Conceptually...
1
Conceptually...
other modes need to be balanced...
1
WDF (ALF) of (1,1) order
intensity
R. Simon and G. S. Agarwal, "Wigner
representation of Laguerre-Gaussian beams", Opt.
Lett., 25(18), (2000)
1
θx
θy
WDF in θx- θy
intensity in x-
y
y
x θx
θy
WDF in θx- θy
θx
θy
WDF in θx- θy
1
Holography
laser
object wave
reference wave
Recording
hologram
Reconstruction
reference wave
hologram
observer
real image
virtual image
object
1
Holography
recording
reconstruction
• For a point object
1
Future direction
• Tomography & Inverse problems
• Beam shaping/phase mask design by ray-based optimization
• New processing w/ virtual light source
Other LF
representations
WDF
Traditional
light field
Augmented
LF
Observable
LF
Rihaczek
Distribution
Function
Space of LF representations
Time-frequency representations
Phase space representations
Quasi light field
incoherent
coherent
Other LF
representations
1
Property of the RepresentationConstant
along rays
Non-
negativityCoherence Wavelength
Interference
Cross term
Traditional LFalways
constantalways positive
only incoherent zero no
Observable
LF
nearly constant
always positive
any coherence
stateany yes
Augmented
LF
only in the paraxial region
positive and negative any any yes
WDFonly in the paraxial region
positive and negative any any yes
Rihaczek DFno; linear
driftcomplex any any reduced
1
Benefits & Limitations of the Representation
Ability to
propagate
Modeling
wave optics
Simplicity of
computatio
n
Adaptability
to current
pipe line
Near Field Far Field
Traditional
Light Fieldsx-shear no
very simple
high no yes
Observable
Light Fields
not x-shear
yes modest low yes yes
Augmented
Light Fieldsx-shear yes modest high no yes
WDF x-shear yes modest low yes yes
Rihaczek
DFx-shear yes
better than WDF, not as simple
as LF
low no yes
1
Conclusions
• Wave optics phenomena can be understood with geometrical ray based representation
• There are many different phase-space representations
• We hope to inspire researchers in computer vision/graphics as well as in optics graphics to develop new tools and algorithms based on joint exploration of geometric and wave optics concepts