Notes
Slide Show
Outline
1
Efficient Color
for Efficient Web Applications
  • Victor Ostromoukhov
  • Université de Montréal


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Color is one of the most
effective visual attributes
for coding information in
displays and is capable,
when used correctly,
of achieving powerful
and memorable effects
3
A little color can be more effective than a lot
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Outline
  • Introduction: What Is Color?
  • Milestones in Understanding Color
  • Artistic Approach
  • Scientific Approach
  • Perceptual Phenomena Studied in Psychology & Neuroscience
  • … And by Artists
  • Conclusions
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What is Color?
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What is Color?
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What is Color?
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What is Color?
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What is Color?
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What and Where Subsystems
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Outline
  • Introduction: What Is Color?
  • Milestones in Understanding Color
  • Artistic Approach
  • Perceptual Phenomena Studied in Psychology & Neuroscience
  • … And by Artists
  • Conclusions
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Two Great Western Traditions
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Rational Tradition
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Mystic (Artistic, Emotional) Tradition
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Plato c. 380 BC
  • Inverse physical model: visual rays are emitted from the eye
  • Two basic colors:
    • white extends visual rays
    • black is its opposite
  • Other colors are derivative:
    • "by virtue of the ray of blended fire gleaming through the moisture, a color similar to that of blood is created"

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Newton 1672
  • Belongs to Both Great Traditions
  • Rational Tradition:
    • Discovery of Truly Primary Colors
    • Theory if Light Color Mixture
  • Pythagorean Tradition:
    • Color is a Manifestation of the Harmony of the Celestial Spheres
    • Studied Relations between Colors and Music
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Lambert 1760
  • Color pyramid
    • Base color triangle
    • Tertiary colors
  • Basis for mathematical approach to colorimetry
  • Intended for printers, dyers and craftsmen



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Runge 1803
  • Theorist and Romantic Painter
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Goethe 1810
  • Circular diagram:
    • primary colors (red, blue and yellow) alternate with secondary  colors (orange, violet and green)
  • Exerted huge influence on generations of artists, scientists and philosophers
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Goethe 1810
  • Related aesthetic and emotional values of colors:
    • "powerful", "gentle" and "radiant"

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Chevreul 1839
  • Great Influence on XIX century painters: Delacroix, Impressionists, Post-Impressionists, Pointillists
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Maxwell 1867
  • Origins of modern quantitative color measurement (Colorimetry)
  • Experiences with Color Mixtures
  • Psychological explanation of visual phenomena
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von Helmholtz 1859: Trichromatic color theory
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Hering 1874
  • Father of the opponent  process color theory
  • Focus on psychological interpretation of colors
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Munsell 1905
  • System of visually uniform distribution of color patches
  • Ancestor of CIE-LAB and CIE-LUV color spaces
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Retinal Neural
Interconnection
  • 1900s


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Neural Codes



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Milestones
  • Discovery of complex receptive fields in the visual cortex
  • Neural mechanisms of visual information processing


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Nowdays
  • Color Appearance Models: Predict the appearance
    of a color depending on
    • Objective stimulus
    • Surrounding, context


  • Exploration Of Higher-Level Perception and Cognition, Based on Modern Non-Invasive Scanning Techniques (MRI)



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Outline
  • Introduction: What Is Color?
  • Milestones in Understanding Color
  • Artistic Approach
  • Scientific Approach
  • Perceptual Phenomena Studied in Psychology & Neuroscience
  • … And by Artists
  • Conclusions
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Antiquity
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Middle Age
  • Fine Control of the Process
  • Notions of Optical Color Mixture
  • Mastery of Color Contrast
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Leonardo 1510
  • Distinction between primary and secondary colors
  • Effects of aerial attenuation of colors
  • Simultaneous contrast
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Renaissance
Masters
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Breakthrough in Realism circa 1430 (according to Hockney)
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Rubens beg. of XVII century
  • Mastery of Flesh Colors
  • Glazes, Transparent and Opaque Colors
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Vermeer mid-XVII century
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XIX century Romantic Painters: Eugène Delacroix
  • Explicit Usage of Opponent Colors
  • Simultaneous Contrast
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Impressionism
  • Retinal Image: Painted What They Saw
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Post-Impressionism
  • Expressive Power of Complementary Colors
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Pointillism
  • Use of pure colors
  • Reduced palette
  • Additive rather than subtractive mixture
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Expressionism
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De Stijl and Bauhaus
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Post-Modernism
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Photo-Mosaics,
Artistic Halftoning
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“Layered” pointillism
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Outline
  • Introduction: What Is Color?
  • Milestones in Understanding Color
  • Artistic Approach
  • Scientific Approach
  • Perceptual Phenomena Studied in Psychology & Neuroscience
  • … And by Artists
  • Conclusions
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Colorimetry: CIE Color Matching
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CIE-XYZ Color Space
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The Colors in the Chromaticity Diagram
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Perceptually Uniform Space: MacAdam
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CIE-LAB
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Gamut Mapping
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Gamut Mapping
  • Gamut mapping is a morphing of 3D color space according to adopted scheme


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Color Pickers: HLS
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Device-Dependent
Color
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Device-Independent
Color
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Outline
  • Introduction: What Is Color?
  • Milestones in Understanding Color
  • Artistic Approach
  • Scientific Approach
  • Perceptual Phenomena Studied in Psychology & Neuroscience
  • … And by Artists
  • Conclusions
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Perceptual Phenomena Studied in Psychology & Neuroscience
  • Contrast Enhancement (Mach Effect)
  • Simultaneous Color Contrast
  • Chromatic Adaptation
  • Complementary (Opponent) Colors
  • Light Mixture
  • Color Blindness
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The Mach effect
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The Cornsweet effect
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Summing and Subtracting Cone Signals
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Color opponents wiring
  • Sums for brightness
  • Differences for color opponents
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Pointillism
  • Haloing, local contrast
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Negative space
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Simultaneous Color Contrast
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Chromatic Adaptation
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Crispening
  • Increased sensitivity
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Anchoring vs. Scaling
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After-Image-white
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After-Image
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After-Image-white
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Opponent Colors
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Light Mixture
  • Mixing two lights in varying proportions produces colors that lie along the straight line between them in color space


  • Mixing three lights in varying proportions produces colors that lie within the triangle they define in color space
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Physical color mixture
  • Additive Subtractive
  • red, green, blue cyan, magenta, yellow
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Spreading
  • Optical mix when spatial frequency increases
  • But before fusion frequency
  • Additive mix! (opposed to pigment mix)
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Color Printing
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Divisionism
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Color blindness
  • 8% male (up to 12-20%, according to some estimations),
  • 0.6% female
  • Genetic
  • Dichromate (2% male)
    • One type of cone missing
        • L (protanope)
        • M (deuteranope)
        • S (tritanope)
  • Anomalous trichromat
    • Shifted sensitivity
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What is Color?
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Color blindness
  • 8% male (up to 12-20%, according to some estimations),
  • 0.6% female
  • Genetic
  • Dichromate
    • One type of cone missing
        • L (protanope)
        • M (deuteranope)
        • S (tritanope)
  • Anomalous trichromat
    • Shifted sensitivity
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Color blindness test (Ishihara)
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Color blindness test (Ishihara)
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Color blind impressions
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Web-Safe Palette
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Safe Web Colors for color-deficient vision
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Safe Web Colors for color-deficient vision
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Outline
  • Introduction: What Is Color?
  • Milestones in Understanding Color
  • Artistic Approach
  • Scientific Approach
  • Perceptual Phenomena Studied in Psychology & Neuroscience
  • Perceptual Phenomena Exploied by Artists
  • Conclusions
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Differential Filtering
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Differential Filtering
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Color Shadows
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Chromatic Adaptation
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Color Shadows
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Perception of Space
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Perception of Space
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Perception of Depth
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Perception of Depth
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Perception of Motion
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Perception of Motion
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Chromatic and Achromatic Visual Acuity
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Chromatic and Achromatic Visual Acuity
  • JPG, MPG
  • Color
    opponents
    instead of
    RGB
  • Compress
    color more
    than
    luminance
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Conclusions
  • Color vision is a complex process
  • RGB color space is device-dependent
  • Use CIE-LAB as device-independent perceptually uniform color space
  • Take into account
    • Simultaneous contrast
    • Chromatic adaptation and after-image
    • Color spreading and crispening effect
    • Chromatic and achromatic visual acuity
  • Use Web-safe palette for normal vision and protan/deutan palette for anomalous vision
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Selected Bibliography
  • Colorimetry, Color Science
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Selected Bibliography
  • Colorimetry, Color Science
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Selected Bibliography
  • Psychology, Neuroscience
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Selected Bibliography
  • Psychology, Neuroscience
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Selected Bibliography
  • Color and Art
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Selected Bibliography
  • Color and Art
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Selected Bibliography
  • Color and Art
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Selected Bibliography
  • Color Blindness
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Thank You!