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Attention and Memory in Visualization TriUPA May 25, 2011 Christopher G. Healey Department of Computer Science North Carolina State University [email protected] http://www.csc.ncsu.edu/faculty/healey Tuesday, May 24, 2011

Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

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Page 1: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Attention and Memoryin Visualization

TriUPAMay 25, 2011

Christopher G. HealeyDepartment of Computer ScienceNorth Carolina State University

[email protected]://www.csc.ncsu.edu/faculty/healey

Tuesday, May 24, 2011

Page 2: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Overview

1. Present an overview of research on visual attention

✦ origins and advances in preattentive visual features✦ bottom-up, top-down, and combined attention models✦ feature hierarchies, ensemble coding

2. Present an overview of research on visual memory

✦ postattentive amnesia✦ change blindness✦ inattentional blindness

3. Highlight research in graphics and visualization

✦ multidimensional visualization✦ visual aesthetics and engagement

Tuesday, May 24, 2011

Page 3: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Hue Target

Absent Present

http://www.csc.ncsu.edu/faculty/healey/PP

Tuesday, May 24, 2011

Page 4: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Hue Target

Present Absent

http://www.csc.ncsu.edu/faculty/healey/PP

Tuesday, May 24, 2011

Page 5: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Curvature Target

Absent Present

http://www.csc.ncsu.edu/faculty/healey/PP

Tuesday, May 24, 2011

Page 6: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Conjunction Target

Present Absent

http://www.csc.ncsu.edu/faculty/healey/PP

Tuesday, May 24, 2011

Page 7: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Conjunction Target

Present Absent

http://www.csc.ncsu.edu/faculty/healey/PP

Tuesday, May 24, 2011

Page 8: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Orientation

Density

Length

Closure

Size

Curvature

Preattentive Features

http://www.csc.ncsu.edu/faculty/healey/PP

Tuesday, May 24, 2011

Page 9: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

hue Luminance Number

Intersection Terminators

Preattentive Features

http://www.csc.ncsu.edu/faculty/healey/PP

Tuesday, May 24, 2011

Page 10: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Flicker Direction of Motion Velocity of Motion

Depth Direction of Lighting

Preattentive Features

http://www.csc.ncsu.edu/faculty/healey/PP

Tuesday, May 24, 2011

Page 11: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Feature HierarchyIdentify orientation of boundary

http://www.csc.ncsu.edu/faculty/healey/PP

Hue Boundary Shape Boundary

Tuesday, May 24, 2011

Page 12: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Ensemble CodingIdentify Which Color Has Larger Average Size

All Green Circles > All Blue Circles More Large Blue Circles

Tuesday, May 24, 2011

Page 13: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

http://www.csc.ncsu.edu/faculty/healey/US_election

California voting patterns for President, Senate, House, and Governor

by Congressional district

Multidimensional Glyphs

•Method to visualize high dimensional data

✦ Data samples represented as a geometric glyphs

✦ Samples’ attribute values used to vary their glyphs’ appearance

•Human visual perception used to select “salient” properties of colour, texture, and motion

•Harness visual system’s ability to rapidly, accurately, and effortlessly perform high-level analysis tasks

Tuesday, May 24, 2011

Page 14: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

January Monthly Average Temperature

Data courtesy Climatic Research Unit, University of East Anglia

Tuesday, May 24, 2011

Page 15: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Data courtesy Climatic Research Unit, University of East Anglia

Tuesday, May 24, 2011

Page 16: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Data courtesy Climatic Research Unit, University of East Anglia

Tuesday, May 24, 2011

Page 17: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Data courtesy Climatic Research Unit, University of East Anglia

Tuesday, May 24, 2011

Page 18: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Data courtesy Climatic Research Unit, University of East Anglia

Tuesday, May 24, 2011

Page 19: Attention and Memory in Visualization › Resources › Documents › Part1... · 5/25/2011  · Overview 1. Present an overview of research on visual attention origins and advances

Data courtesy Climatic Research Unit, University of East Anglia

Tuesday, May 24, 2011