Linear Color Coordinates are Measurable (X Y Z ) Color Management CIE-XYZ as a Universal Standard. Linear Color Coordinates are Comparable (X Y Z )

Linear Color Coordinates are Measurable (X Y Z ) Linear Color Coordinates are Comparable (X Y Z ) Color Management CIE-XYZ as a Universal Standard ...
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Linear Color Coordinates are Measurable (X Y Z )

Linear Color Coordinates are Comparable

(X Y Z )

Color Management CIE-XYZ as a Universal Standard

Chromaticity defined in Polar Coordinates Given a reference white. Dominant Wavelength - wavelength of the spectral color which added to the reference white, produces the given color.

Relationship between HSV and XYZ Y vs V : Luminance (intensity) vs Brightness (Lightness)

Excitation Purity - the ratio of the lengths between the given color and reference white and between the dominant wavelength light and reference white. Ranges between 0 .. 1.

0.8 Dominant/complimentary Wavelength

0.6

Luminance

Complementary Wavelength - wavelength of the spectral color which added to the given color, produces the reference white.

∆I2 ∆I1

I1 < I2, ∆I1 = ∆I2 purity

0.4

Equal intensity steps:

reference white

0.2 Equal brightness steps:

0

I1

0

0.2

0.4

0.6

0.8

I2

Weber’s Law

Munsell lines of constant Hue and Chroma. 0.5

0.4

In general, ∆I needed for just noticable difference (JND) over background I was found to satisfy: ∆I = constant I

0.3

y 0.2

0.1

(I is intensity, ∆I is change in intensity)

Value =1/ 0

Weber’s Law: Perceived Brightness = log (I)

0

0.1

0.2

0.3

x

0.4

0.5

0.6

MacAdam Ellipses of JND (Just Noticable difference)

Perceived Brightness

0.8

0.6

y (Ellipses scaled by 10)

0.4

0.2

Intensity 0

0

0.2

0.4

x

0.6

CIE- UVW Coordinates

Munsell lines of constant hue and chroma plotted in CIE-uv coordinates:

The transformation from XYZ space to perceptual space is Non Linear:

0.4

Linear approximation defined by CIE: CIE Uniform Chromaticity Scale (UCS) : v

U= 2X 3 V=Y

=

0.66 0 0 0 1 0 -0.5 1.5 0.5

CIE-uv Chromaticity Coordinates: u=

4x -2x + 12y + 3

v=

6y -2x + 12y + 3

0.2

0.1

-X + 3Y + Z W= 2 U V W

0.3

0

X Y Z

0

Value =1/ 0.1

0.2

0.3

0.4

u

0.5

0.6

Perceptual Color Spaces

Munsell lines of constant hue and chroma plotted in CIE- L*u*v* Coordinates: 100

The transformation from XYZ space to perceptual space is Non Linear:

Value =5/ 50

CIE- L*a*b* Coordinates

v*

a* = 500 [ (X/X0) 1/3 - (Y/Y0)1/3]

0

-50

b* = 200 [ (X/X0) 1/3 - (Z/Z0)1/3] L* =

116(Y/Y0)1/3 - 16 903(Y/Y0)

for Y/Y0 > 0.01 otherwise

X0 Y0 Z0 = coordinates of reference white

-100

-150 -150

u* = 13 L*(u’-u0’)

903(Y/Y0)

0

50

100

150

u*

100

v* = 13 L*(1.5v’-v0’) L* =

-50

MacAdam Ellipses of JND plotted in CIE- L*u*v* Coordinates:

CIE- L*u*v* Coordinates

116(Y/Y0)1/3 -

-100

50

16

for Y/Y0 > 0.01 otherwise

u0 v0 Y0 = coordinates of reference white u‘ = u v‘ = 1.5 v

v*

0 -50

-100 -150 -150 -100

-50

0

50

u*

100

150

200

200

Measuring Color Differences

Image Retrieval - Image Database

∆e 2 = ∆L*2 + ∆a* 2 + ∆b* 2 ∆e2 = ∆L*2 + ∆u* 2 + ∆v* 2

Luminance

∆e = 3 ∆e = 5 ∆e = 10 ∆e = 15

visually indistiguishable acceptable error (most printers) bad unacceptable

∆I2 ∆I1

I2

I1

error for ∆I1 : ∆e = 37.36 error for ∆I2 : ∆e = 4.64

Distances should be measured in Perceptual Color space.

Opponent Colors

Why Opponent process ?

Boynton & Gordon (1965) With R G B Y can categorize all visible hues. Jameson & Hurvich (1955, 1957) Hue Cancellation Experiments

A: Efficient Encoding. Cone Spectral Sensitivity 1

Relative sensitivity

Ewald Hering (1905) - Pure colors R G B Y. No such colors greenish-red, yellowish-blue

S

M

L

L and M cone sensitivities are highly correlated.

0.75 0.5 0.25

Hue Cancellation Experiment

0

400

500

600

700

Wavelength (nm)

cancelling light Cone responses to several Natural SPDs :

1

0.75

+

-

S-cone absorption

+

M-cone absorption

test light

1

0.75

0.5

0.25

0.5

0.25

0.25

0.5

0.75

1

L-cone absorption

0.25

0.5

0.75

1

M-cone absorption

Opponent Color Space Decorrelation: O1 O2 = O3

0.30 0.59 0.11 0.60 -0.47 -0.22 0.21 0.52 -0.31

R G B

+ Spectral sensitivity of three decorrelating signals:

1

Blue-Yellow

-

Red-Green

+

Black-White

1.5 0 -0.5 400

500

600

700

Opponent Color Space

+ black-white

+ blue-yellow

-

+ red-green

-

YIQ - Color Space NTSC = National Television Systems Committee Y = luminance I = red-green Q = blue-yellow

Y I Q

0.177

0.813

0.011

0.246 -0.675

0.404

= 0.540 -0.263 -0.174

R G B are the CIE-RGB

R G B

Subtractive Color System - CMYK Original

Y - Blur

Printer Dyes: Cyan

= removes red

Magenta = removes green Yellow

= removes blue

blacK

= removes all

Ideal block dyes:

I - Blur

Q - Blur

magenta

yellow

transmit

cyan

B

G

R

B

G

R

B

G

R

Opponent Color Wheel

Multiplicative (Subtractive) Color System red = magenta + yellow B

magenta

*

B

G

R

B

G

R

B

G

R

G

R

yellow

= red

Additive primaries Subtractive Primaries

red = magenta + yellow green = cyan + yellow blue = magenta + cyan

R

Cyan - controls amount of red in print: low C = high R (also high G and B) high C = low R (high G and B) cyan

B

G

R G

R

B

High density cyan

R G

B

Medium density cyan

R G

B

Low density cyan

CMY + Black C + M + Y = K (black) • Using three inks for black is expensive • C+M+Y = dark brown not black • Black instead of C+M+Y is crisper with more contrast. Undercolor removal (gray component replacement)

= 100 50 70 C M Y

+ 50 K

50 0 20 C M Y

Color Spaces - Summary RGB space - Additive space used for CRT, Color Image representation CIE-XYZ Tristimulus Coordinates Device Independent, Universal standard CIE-Lab - Perceptual Space, used for image quality, Image Metric (distance measure). YIQ - Opponent Space, used for color television broadcast. HSV - Perceptual Digitized Space, used for Human Interactive Painting. CMYK - Subtractive Space used for ink and dyes (printing).

All these color spaces are 3D. There are conversions from one space to the other.

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