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Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Soft war e Engineering

Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

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Page 1: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

Computational and Biological Vision“Colors Out Of Space”Digital color representation, color spaces and more!

Amir Eluk

Software Engineering

Page 2: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

Introduction

0Representation0Color Model0Color Space0Gamut0Color Blending Modes

Page 3: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

sRGB

0Additive Color Mixing0Easy to generate physically0Standard for most devices0Poor gamut0Unintuitive0Biologically? (cones response)

Page 4: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering
Page 5: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

Color Gamut

sRGB Adobe RGB Adobe Wide Gamut ProPhoto RGB

Page 6: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

CMYK

0Subtractive Color Mixing0What is K for?0Used by printed media

Page 7: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

HSV/HSL

0More intuitive0Easier to pick colors0Not perceptually uniform

Page 8: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

L.a.b

0Easy to pick colors0Can be perceptually uniform0Replicate opposite color theory

Page 9: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

L.a.b

L a B

(Dichromat types?)

Page 10: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering
Page 11: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

Perceived Brightness level

Page 12: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering
Page 13: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

Histogram Comparison

RGB Lightness (Lab)

Close but not equal, why?

Page 14: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

Histogram Comparison

Green (RGB) Lightness (Lab)

A coincidence ?

Page 15: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

Image Bank &

(table of mean absolute difference)

.

.

.

Page 16: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

similarity

Lightness & Green: 2.1

Lightness & RGB: 2.5

Lightness & RGB: 27.5

Lightness & Green == Lightness and RGB: 8.4Lightness and Blue: 24.6

Page 17: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

Conclusions

0The brightness of an RGB image is composed of its three channels with most weight given to the Green channel, Red comes second followed by blue.

0This uneven contribution to the brightness is the reason why simple average of RGB values is not the exact brightness of the image.

Page 18: Computational and Biological Vision “Colors Out Of Space” Digital color representation, color spaces and more! Amir Eluk Software Engineering

Questions

?