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Presentation at Color Imaging XV: Displaying, Processing, Hardcopy, and Applications. San Jose, 20 January 2010.
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Color naming: color scientists do it betweenMunsell Sheets of Color
Giordano B. Beretta, Nathan M. Moroney
Print Production Automation LabHewlett-Packard Laboratories
Palo Alto, California
Color Imaging XV:Displaying, Processing, Hardcopy, and Applications
San Jose, 17 – 21 January 2010
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 1 / 15
Local vs. global color differences
Stiles Line ElementEllipses plotted 3 x
y
x
0.8
0.2
0.4
0.6
0 0.2 0.4 0.6
700
450
460470
480
490
500
510
520530
540
550
560
570
580
590
600
610620
630
.55
.45
.35
.25
.15.05 .15 .25 .35 .45
v’
u’
David L. Post, 1988
green
white yelloworange
red
peachaqua
graypink
bluepurple
1. 1. 1.
1..98 .92 .65 .53
.99 .98 .97 .88 .62.97 .91 .94 .84 .66 .5.71 .71 .68 .7 .44
.33
.73 87.91.87 .53.71.59.73.74.57.33.46.44.31
.75.88.96.98.58.54.63.59 .5
.39
.45
.49.63.78.81.63.47.33.35.56.61.61.52
.98.96.93.52
.51
.61.53.53 .47.47
.47.52.41.45
.64
.56 .43.56
.56
.53
.48 .3
.57.56.44
.77.63.38
.82.65.36
.69.42
.39
.45.45
.47.48.28
.37.38
.36
.35
.53.64 .5
.62.75 .53
.74.82.53
.9.84 .48.92.89.53
.98 .9.52
.98 .9 .53
.97 .9
.96.91 .6
.97.92.63
.97.94
.97
.32.46.56.68.76 .74.75.58 .35.53 .7 .8 .85.87.82.74.52.74.81.87.91.89.86
.33.57.69.83.92.88.87.57 .7 .82.86.88.56.68.72.74
.51.63
.5
.48.44
.56.56.47.54.67.77.59.48.7 .83 .8 .72.65.82.92 .9 .75.69.83.93.89.81.83.94.92
.52.91.95
.84B = CIE Standard Illuminant B
E = equal-energy pointD = CIE Standard Illuminant D65C = CIE Standard Illuminant C
A = CIE Standard Illuminant A
A
BED
C
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 2 / 15
Where global differences are used
avionics and car navigationreadability of colored text on colored backgroundvariable data publishinggamut mapping, especially from xvYCC and HDR sourcescolor communication“graphic artist in a box” applications“good enough” coloronline print quality control. . .
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 3 / 15
Bumps in color space
Definition (Categorical Perception)A categorical perception effect occurs when
1 a set of stimuli ranging along a physical continuum is given onelabel on one side of a category boundary and another label on theother side and
2 the subject can discriminate smaller physical differences betweenpairs of stimuli that straddle boundary than between pairs that areentirely within one category or the other
.55
.45
.35
.25
.15.05 .15 .25 .35 .45
v’
u’
David L. Post, 1988
green
white yelloworange
red
peachaqua
graypink
bluepurple
1. 1. 1.
1..98 .92 .65 .53
.99 .98 .97 .88 .62.97 .91 .94 .84 .66 .5.71 .71 .68 .7 .44
.33
.73 87.91.87 .53.71.59.73.74.57.33.46.44.31
.75.88.96.98.58.54.63.59 .5
.39
.45
.49.63.78.81.63.47.33.35.56.61.61.52
.98.96.93.52
.51
.61.53.53 .47.47
.47.52.41.45
.64
.56 .43.56
.56
.53
.48 .3
.57.56.44
.77.63.38
.82.65.36
.69.42
.39
.45.45
.47.48.28
.37.38
.36
.35
.53.64 .5
.62.75 .53
.74.82.53
.9.84 .48.92.89.53
.98 .9.52
.98 .9 .53
.97 .9
.96.91 .6
.97.92.63
.97.94
.97
.32.46.56.68.76 .74.75.58 .35.53 .7 .8 .85.87.82.74.52.74.81.87.91.89.86
.33.57.69.83.92.88.87.57 .7 .82.86.88.56.68.72.74
.51.63
.5
.48.44
.56.56.47.54.67.77.59.48.7 .83 .8 .72.65.82.92 .9 .75.69.83.93.89.81.83.94.92
.52.91.95
.84B = CIE Standard Illuminant B
E = equal-energy pointD = CIE Standard Illuminant D65C = CIE Standard Illuminant C
A = CIE Standard Illuminant A
A
BED
C.55
.45
.35
.25
.15.05 .15 .25 .35 .45
v’
u’
David L. Post, 1988
green
white yelloworange
red
peachaqua
graypink
bluepurple
1. 1. 1.
1..98 .92 .65 .53
.99 .98 .97 .88 .62.97 .91 .94 .84 .66 .5.71 .71 .68 .7 .44
.33
.73 87.91.87 .53.71.59.73.74.57.33.46.44.31
.75.88.96.98.58.54.63.59 .5
.39
.45
.49.63.78.81.63.47.33.35.56.61.61.52
.98.96.93.52
.51
.61.53.53 .47.47
.47.52.41.45
.64
.56 .43.56
.56
.53
.48 .3
.57.56.44
.77.63.38
.82.65.36
.69.42
.39
.45.45
.47.48.28
.37.38
.36
.35
.53.64 .5
.62.75 .53
.74.82.53
.9.84 .48.92.89.53
.98 .9.52
.98 .9 .53
.97 .9
.96.91 .6
.97.92.63
.97.94
.97
.32.46.56.68.76 .74.75.58 .35.53 .7 .8 .85.87.82.74.52.74.81.87.91.89.86
.33.57.69.83.92.88.87.57 .7 .82.86.88.56.68.72.74
.51.63
.5
.48.44
.56.56.47.54.67.77.59.48.7 .83 .8 .72.65.82.92 .9 .75.69.83.93.89.81.83.94.92
.52.91.95
.84B = CIE Standard Illuminant B
E = equal-energy pointD = CIE Standard Illuminant D65C = CIE Standard Illuminant C
A = CIE Standard Illuminant A
A
BED
C
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 4 / 15
Previous attempts: ISCC–NBS
Munsell Value
Munsell C
hroma
black dark gray medium gray light gray white
–ish black dark –ish gray –ish gray light –ish gray –ish white
blackish darkgrayish grayish
paleor
light grayishvery pale
very dark dark moderate light very light
very deep deep strong brilliant
vividBeretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 5 / 15
Previous attempts: Coloroid by Nemcsics
0 10 20 30 40 50 60 70 80 90 1000
10
20
30
40
50
60
70
80
90
100
T
VA = 20
Anatolian brown
cement greybroken warm white
Roman ochre
brown beige
Arsigont
Pompeian yellow
orange ochreIndian orange
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 6 / 15
Previous attempts: World Color Survey
yellow
red
greenyellow
green
blue brownwhiteandblack
orangeand/orpinkand/orpurpleand/orgray
I II III IV VI VIIV
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 7 / 15
Previous attempts: Zollinger
60%
20%
40%
Häufigkeit
5R 5RP5P5PB5B5BG5G5GY5Y5YR
rotgelb
orange
braun
grünblau violett
rot
rosa
purpur
ETH-Zürich
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 8 / 15
Previous attempts: Boynton & Olson
g
j
green
yellow
orange
brown
pinkred
blue
purple
whitegrey
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 9 / 15
New attempt: crowd-sourcing
good news: viewing conditions are not criticalBoynton, “Insights gained from naming the OSA colors,” 1997Olkkonen, Hansen, Gegenfurtner, “Categorical color constancy forsimulated surfaces,” Journal of Vision, 9(12):6, 1-18, 2009
bad news: the categories that arise in the left hemisphere are notconstrained by the pre-linguistic categories that are in the righthemisphere (Franklin et al., 2008)
adultswithin-categorybetween-category
visual fieldleft right
initia
tion t
ime
[ms]
550
250
350
450
infantswithin-categorybetween-category
visual fieldleft right
initia
tion t
ime
[ms]
900
500
600
700
800
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 10 / 15
Zollinger in Tokyo
60%
20%
40%
Häufigkeit
5R 5RP5P5PB5B5BG5G5GY5Y5YR
rotgelb
orange
braun
grünblau violett
rot
rosa
purpur
ETH-Zürich
60%
20%
40%
かいすう
5R 5RP5P5PB5B5BG5G5GY5Y5YR
80%
オレンジ
TKD-東京
朱あか黄き
茶ちゃ
橙ダイダイ
緑みどり 青あお
水色
みずいろ
紫むらさき
ピンク
桃色
ももいろ
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 11 / 15
Multilingual color naming
gelb
rosa
blau
grün
rot
grau
あおあか
はいいろむらさき
みどり
き
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 12 / 15
Use a common standard
#007CB0#EF4123
#848688
#BF1E74
#F89F6D
#008F4C
#F499B8
#007CB0
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 13 / 15
Munsell Sheets of Color are a better standard
eliciting color names from actual samples provides a commonstandard, which is not available when compiling abstract lists
color names must be anchoredeverybody should use the same atlas
. . . but the complete gamut should be used, not just the surface!
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 14 / 15
Questions and Discussion
http://www.hpl.hp.com/personal/Giordano_Beretta/http://www.hpl.hp.com/personal/Nathan_Moroney/blog: http://mostlycolor.ch
Beretta & Moroney (HP Labs) The Dark Side of Color EI 2010 paper 7528-30 15 / 15