opponent colors lecture 4 - university of haifa · opponent colors lecture 4 hue cancellation...

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Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250 20 40 60 80 100 120 Opponent Colors Ewald Hering (1905) - Pure colors R G B Y. No such colors greenish-red, yellowish-blue Boynton & Gordon (1965) - With R G B Y can categorize all visible hues. Jameson & Hurvich (1955, 1957) - Hue Cancellation Experiments 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250 20 40 60 80 100 120 Hue Cancellation Experiment + - + - canceling light test light Cancel the red-green content of the test light. Cancel the blue-yellow content of the test light. Hue Cancellation Experiment

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Page 1: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Opponent Colors

Lecture 4

Hue Cancellation ExperimentHUV Color Space

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Opponent Colors

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

Boynton & Gordon (1965) -With R G B Y can categorize all visible hues.

Jameson & Hurvich (1955, 1957) -Hue Cancellation Experiments

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Hue Cancellation Experiment

+ -

+ -

canceling lighttest light

Cancel the red-green content of the test light.

Cancel the blue-yellow content of the test light.

Hue Cancellation Experiment

Page 2: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Hue Cancellation

Hurvich & Jameson (1957)

Red + Green cancellation lights

Blue + Yellow cancellation lights

Hue Cancellation

Hurvich & Jameson (1955)

Figure From www.handprint.com/HP/WCL/color2.html

Unique Hues :yellow 573 nm, blue 472 nm, green 492 nm.

Unique Red has some ‘yellow’ (scarlet)

Physiological basis for Opponent Colors

Svactchin & MacNichol (‘58) - Horizontal cells

Boynton (‘79), DeMonasterio (‘78) - ganglion cells

DeValois & DeValois (‘75) - LGN cells

Derrington et al (‘84) - LGN cells

light

rods cones

horizontal

ganglion

LGN(Lateral Geniculate Nucleus)

Physiological basis for Opponent Colors

Opponent signals measured in LGN neurons

400 500 600 700

-0.08

-0.04

0

0.04

0.08

400 500 600 700

-0.1

-0.05

0

0.05

0.1

Wavelength (nm)

Derrington (1984)

L-M L+M-S

Page 3: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Blue-Yellow

LMS

L+M-S

++- +- +++

L-M L+M+S

Red-Green Black-White

B-Y+

Y-B+

R-G+

G-R+

R-

G+ B-

Y+

Opponent process - possible neural connections:

Ganglion cells / LGN cells Cortical cells

Color Contrast detectors Color edge detectors

-

G-R+ +R-G LGN cells

Cel

l res

pons

e

+

-

Opponent Cell - Neural Response

Green On/Red OFFElectrophysiological recordings

midget ganglion cell in the monkey retina

+M-L

Chromatic On/Off Cells in Monkey Retina

Cel

l res

pons

e

+

-

Opponent Cell - Neural Response

G-R+

Page 4: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Cel

l res

pons

e +

-

G-R+

Cel

l res

pons

e +

-

G-R+

Cel

l res

pons

e +

-

+-

Opponent Cell - Neural Response

Mach bands for small changes in lightness (top) and hue (middle)

Mach Bands in Opponent Color Space

Page 5: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

McCullough’s Effect -interaction between color and form

McCullough’s Effect -interaction between color and form

Why Opponent process ?A: Efficient Encoding

L and M cone sensitivities are

highly correlated.

Wavelength (nm)

Rel

ativ

e se

nsiti

vity

Cone Spectral Sensitivity

400 500 600 7000

0.25

0.5

0.75

1 LMS

Cone responses to several Natural SPDs :

0.25 0.5 0.75 1

0.25

0.5

0.75

1

L-cone absorption

M-c

one

abso

rptio

n

0.25 0.5 0.75 1

0.25

0.5

0.75

1

M-cone absorption

S-c

one

abso

rptio

n

Page 6: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Decorrelation:

1.00 0.00 0.00-0.59 0.80 -0.12-0.34 -0.11 0.93

LMS

=O1O2O3

Spectral sensitivities of three decorrelated sensors

Blue-Yellow Red-GreenBlack-White

400 500 600 700

-0.5

0

1.5

1

(Decorrelated over the Macbeth color checker under mean daylight.)

B: Compression

Human MTF

MTF

010

2030 400

500600

700

0

0.5

1

Spatial frequency Wavelength (nm)

Contrast Sensitivity Contrast Sensitivity

Page 7: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Contrast Sensitivity Function

Cambell Robson

Contrast Sensitivity Function

Cambell Robson

Color Contrast Sensitivity Asymmetric color matching experiment:

+ -

+ -

+ -

test match

Opponent channels have different modulations:

0.2 0.5 1 2 4 8

0.1

0.2

0.5

1

2

Spatial frequency (cpd)

Con

trast

sen

sitiv

ity

Spectral Sensitivities

Wavelength (nm)

Black-White

Red-Green

Blue-Yellow

(Poirson and Wandell 1993)

Page 8: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

YIQ - Color Space

NTSC = National Television Systems Committee

Y = luminanceI = red-greenQ = blue-yellow

XYZ

=YIQ

0.000 1.000 0.0001.407 -0.842 -0.4510.932 -1.189 0.233

Y I

Target display image is RGB, derived from camera

For transmission in the US, the image isconverted into YIQ

Q

0.311 B+0.523 G+0.212 R=Q0.321 B+0.275 G+0.596 R=I

0.114 B+0.587 G+0.299 R=Y

YIQ - Color Space

Y I

Target display image is RGB, derived from camera

Q

YIQ - Color Space

Original Y - Blur

I - Blur Q - Blur

YIQ - Color Space

Page 9: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Polar vs Opponent Color Spaces

Polarcoordinates

Opponentcoordinates

Polarcoordinates

Opponentcoordinates

Polar vs Opponent Color Spaces

YIQ

OPP

12.2 44.4 6.54.6 44.6 9.50.5 4.6 44.8

16.9 23.6 15.09.6 45.8 7.50.9 8.0 78.2RGB

0.990 -0.106 -0.094-0.669 0.742 -0.027-0.212 -0.354 0.911LMS

0.000 1.000 0.0001.407 -0.842 -0.4510.932 -1.189 0.233

278.7 721.8 -106.5-448.7 289.8 77.1

85.9 -589.9 501.1XYZ

YIQOPPRGBLMSXYZ

Linear Color Spaces - Conversions

Conversion matrix....

XYZ

=YIQ

0.000 1.000 0.0001.407 -0.842 -0.4510.932 -1.189 0.233

From

To

Linear Color Spaces - Conversions

Conversion matrix....

0.000 1.000 0.0001.407 -0.842 -0.4510.932 -1.189 0.233

MXYZ2YIQ =

278.7 721.8 -106.5-448.7 289.8 77.1

85.9 -589.9 501.1MXYZ2OPP =

0.990 -0.106 -0.094-0.669 0.742 -0.027-0.212 -0.354 0.911

MLMS2OPP =

16.9 23.6 15.09.6 45.8 7.50.9 8.0 78.2

MRGB2XYZ =

12.2 44.4 6.54.6 44.6 9.50.5 4.6 44.8

MRGB2LMS =

0.895 0.2664 -0.1614-0.7502 1.7135 0.03670.0389 -0.0685 1.0296

MXYZ2LMS =

Page 10: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Whether modeled in

XYZ Color Space or HSV Color SpaceYIQ Color Space

Color Appearance - is much more complicated!

Color Appearance Color Differences are non Uniform

Color appearance is context dependent

From:http://personales.upv.es/gbenet/teoria%20del%20

color/water_color/color3.html

All squares are matched on hue and chroma

Simultaneous Contrast

Page 11: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Lateral Inhibition Lateral Inhibition

Apparent color shifts in simultaneouscolor contrastsShifts are shown in contrast to a middle red color

Simultaneous Contrast

From:http://personales.upv.es/gbenet/teoria%20del%20

color/water_color/color3.html

color shift in a simultaneous chroma contrastall squares are matched on hue and lightness

color shift in a simultaneous hue contrastall squares are matched on chroma and lightness

color shift in a simultaneous hue contrastcentral squares set to low chroma and mid value; outer squares areboth at lightness of 91 and 100% chroma

Simultaneous Contrast

Page 12: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Simultaneous ContrastBoundary Effects

Simultaneous ContrastBoundary Effects

White’s illusion

Simultaneous Contrast

Simultaneous Contrastvs

White’s Illusion

Color Induction

Page 13: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Color AppearanceColor Appearance Depends On The Spatial

Pattern (Spatial Frequency + Surround Color) Across The Cone Mosaic

(Shevell and Monnier)

Color Appearance

Immediate surround is not the main effect.

Vasarely effect

Monochromatic Effects

Vasarely effect

Monochromatic Effects

From:Michael’s “Optical Illusions & Visual Phenomena”www.michaelbach.de/ot/lum_pyramid/index.html

Page 14: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Vasarely effect

Chromatic Effects

Hues change steps along R-G

Craik-O’Brien-Cornsweet Effect

Spatial Sensitivity Varies With Mean Luminance Level

dark

bright

Spatial Sensitivity Varies From Fovea To Periphery

Page 15: Opponent Colors Lecture 4 - University of Haifa · Opponent Colors Lecture 4 Hue Cancellation Experiment HUV Color Space 50 100 150 200 250 20 40 60 80 100 120 50 100 150 200 250

Low, but not High,Temporal Frequency Sensitivity Varies With

Mean Level

a

Low Temporal Frequency Sensitivity Varies With Mean Level

a

High Temporal Frequency does Not

Measuring Color Differences?

?

?