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ColorBless: Augmenting Visual Information for Colorblind People
with Binocular Luster Effect
Soon Hau ChuaHaimo Zhang Muhammad Hammad Shengdong Zhao Sahil Goyal Karan Singh
National University of Singapore NUS-HCI Lab
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] NUS-HCI Lab National University of Singapore- University of Toronto
ACM Transactions on Computer-Human Interaction (TOCHI), Jan 2015 Presented in ACM CHI 2015 Conference
ColorBless is a digital colorblind aid that applies binocular luster effect to differentiate
confusing colors for colorblind people
National University of Singapore NUS-HCI Lab
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Binocular Luster Effect National University of Singapore NUS-HCI Lab
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Brightness differences beyond what our brain can fuse
Binocular Luster Effect National University of Singapore NUS-HCI Lab
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Simulation Video of Binocular Luster Effect (60fps)
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National University of Singapore NUS-HCI Lab
Using Luster For Colorblind Aids
Original Image Simulated Colorblind Image
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National University of Singapore NUS-HCI Lab
ColorBless
*Both images are for illustration purposes. For actual effect please refer to .JPS images in supplementary package.
Luster Effect
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National University of Singapore NUS-HCI Lab
*Both images are for illustration purposes. For actual effect please refer to .JPS images in supplementary package.
PatternBless
Lustered Patterns
The Problem for Colorblind People
National University of Singapore NUS-HCI Lab
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• Significance: ~200 million people
• Type: Red-green (protanope, deuteranope) Blue-yellow (tritanope)
National University of Singapore NUS-HCI Lab
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• Significance: ~200 million people
• Type: Red-green (protanope, deuteranope) Blue-yellow (tritanope)
The Problem for Colorblind People
Strategies of Colorblind Aids
• (i) Contextual Inferences
National University of Singapore NUS-HCI Lab
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Contextual Inferences National University of Singapore NUS-HCI Lab
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Normal color vision Red-green colourblind
• (i) Contextual Inferences
• (ii) Substituting Colors
National University of Singapore NUS-HCI Lab
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Strategies of Colorblind Aids
Substituting Colors National University of Singapore NUS-HCI Lab
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Digital Recoloring Aids
• Recolor confusing colors
• Enhancing the contrast of confusing colors
• Daltonize recoloring algorithm
Substituting Colors National University of Singapore NUS-HCI Lab
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Digital Recoloring Aids
Daltonized Colorblind Image
Original Image
Daltonize
Simulated Colorblind Image
Downside: Color perception for normal people is affected.
DaltonizedOriginal Image
• (i) Contextual Inferences
• (ii) Substituting Colors
• (iii) Augmenting Visual Information
National University of Singapore NUS-HCI Lab
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Strategies of Colorblind Aids
Augmenting Visual Information National University of Singapore NUS-HCI Lab
17Original Image
• Augment colors with other noncolor visual elements
• Sajadi et al’s pattern technique (2012)
Simulated Colorblind Image
Confusing colors Confusing
colors
National University of Singapore NUS-HCI Lab
Augmenting Visual Information
Simulated colorblind image after applyingSajadi’s Pattern technique
• Introduce visual artefacts
• Disrupt the purpose of images
• Higher cognitive effort needed
Augmenting Visual Information National University of Singapore NUS-HCI Lab
Downsides
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Scenario
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National University of Singapore NUS-HCI Lab
Meeting Scenario
On the screen
Contextual Inferences Substituting Colors
Existing Augmentation
Are these ideal?
Colorblind
Desirable Properties of a Colorblind Aid
• Confusing colors are easily distinguishable
• Does not affect the overall hues for people with normal color vision
National University of Singapore NUS-HCI Lab
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National University of Singapore NUS-HCI Lab
ColorBless and PatternBless
*Both images are for illustration purposes. For actual effect please refer to .JPS images in supplementary package.
Luster Effect Lustered
Patterns
Desirable Properties of a Colorblind Aid
• Confusing colors are easily distinguishable
• Does not affect the overall hues for people with normal color vision
National University of Singapore NUS-HCI Lab
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Can ColorBless and PatternBless fulfil these properties?
ColorBless and PatternBless National University of Singapore NUS-HCI Lab
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Meyer & Greenberg ColorBlind Simulation Algorithm
(1998)
Simulated Colorblind Image
ColorBless and PatternBless National University of Singapore NUS-HCI Lab
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Find similar colors in colorblind view
ColorBless and PatternBless National University of Singapore NUS-HCI Lab
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Find colors similar in colorblind view, but different in original image
ColorBless and PatternBless National University of Singapore NUS-HCI Lab
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Apply luster effect to one of the color areas
Area to be “blessed” (Applied luster effect)by increasing its brightness (+dY) in one eye
and decrease (-dY) in another
ColorBless and PatternBless National University of Singapore NUS-HCI Lab
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Bless the whole area (ColorBless)
Bless with patterns (PatternBless)
ColorBless and PatternBless National University of Singapore NUS-HCI Lab
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Bless the whole area Bless with patterns
+dY +dY-dY -dY
Desirable Properties of a Colorblind Aid
• Confusing colors are easily distinguishable
• Does not affect the overall hues for people with normal color vision
National University of Singapore NUS-HCI Lab
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Techniques Compared
• Daltonize recoloring technique
• Sajadi’s pattern augmentation technique
• ColorBless
• PatternBless
National University of Singapore NUS-HCI Lab
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Experimental Design
• Ten colorblind participants (mild to medium deutans)
• Simple color distinguishing task
• Indicate square with a different color
• Reaction time (s) and error rate were measured
National University of Singapore NUS-HCI Lab
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Color Distinguishing Task
National University of Singapore NUS-HCI Lab
Experimental DesignColor Distinguishing Task
• Five confusing color pairs were prepared
• Determined 3 that were the most confusing in pre-study
• 3 color pairs x 6 positions x 5 conditions (control, Daltonize, Pattern, ColorBless, PatternBless) = 90 trials / participant
Results
*Error bars denote standard deviation
National University of Singapore NUS-HCI Lab
Color Distinguishing Task
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ResultsSubjective Evaluation
*Average mean values are plotted, error bars denote standard deviation
National University of Singapore NUS-HCI Lab
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ResultsPreferences in Common Working Use-cases
Users preference in different use-cases
National University of Singapore NUS-HCI Lab
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Results
• Our participants place huge emphasis on reliability and speed when interpreting color-coded information
• Participants commented that while recoloring technique could resolve color confusion, they avoid relying on hues exclusively in everyday task
Post Interviews
National University of Singapore NUS-HCI Lab
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Desirable Properties of a Colorblind Aid
• Confusing colors are easily distinguishable
• Does not affect the overall hues for people with normal color vision
National University of Singapore NUS-HCI Lab
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Desirable Properties of a Colorblind Aid
• Confusing colors are easily distinguishable
• Does not affect the overall hues for people with normal color vision
National University of Singapore NUS-HCI Lab
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Techniques Compared
• Daltonize recoloring technique
• Sajadi’s pattern augmentation technique
• Luster effect
National University of Singapore NUS-HCI Lab
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Experimental Design• Ten normal color vision participants
• Evaluate the color shown in the stimulus image
• Five colors from the first user study were chosen
• Three color variants (Daltonize, Pattern, Luster)
National University of Singapore NUS-HCI Lab
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A B C D E
Experimental Protocol
• Color evaluated using Color Dictionary (Heer & Stone 2012)
• Color name distance determined with Color Palette Analyser (Heer & Stone 2012)
National University of Singapore NUS-HCI Lab
A B C D E
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Results National University of Singapore NUS-HCI Lab
Retaining Colors for Normal Color Vision People
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Significant (p < .01)Daltonize performed poorly in distinguishing task
Desirable Properties of a Colorblind Aid
• Confusing colors are easily distinguishable
• Does not affect the overall hues for people with normal color vision
National University of Singapore NUS-HCI Lab
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Additional Factor to Consider National University of Singapore NUS-HCI Lab
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Subjective Evaluation in Study 1
Characteristics of Binocular Luster Effect National University of Singapore NUS-HCI Lab
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Medium +dY Medium -dY Luster effect perceivable
Low +dY Low -dY No luster effect
High +dY High -dY Luster effecttoo strong &
uncomfortable
• Conducted an experiment with 20 participants
• Determined the range of brightness differences (10 < dY < 60) that is perceivable and comfortable at the same time
• Refer to the paper for more details on the experiment and results
National University of Singapore NUS-HCI Lab
Considering Additional Factor
Colorblind
Meeting Scenario 51
National University of Singapore NUS-HCI Lab
What the other three colleagues see on the screen
What the colorblind user sees
Scenario (with ColorBless)
ColorBless: Augmenting Visual Information for Colorblind People
with Binocular Luster Effect
Soon Hau ChuaHaimo Zhang Muhammad Hammad Shengdong Zhao Sahil Goyal Karan Singh
National University of Singapore NUS-HCI Lab
52
] NUS-HCI Lab National University of Singapore- University of Toronto
Soon Hau Chua [email protected]