underlying factors for consistent color appearance (cca ... · underlying factors for consistent...

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Visual Simulation of CRPC1~CRPC7 Underlying Factors for Consistent Color Appearance (CCA) and developing CCA metric Elena Fedorovskaya & Robert Chung - RIT David Hunter & Pierre Urbain- ChromaChecker.com CRPC1 CRPC2 CRPC3 CRPC4 CRPC5 CRPC6 CRPC7 CMYK pictorial color images, outputted to ISO 15339-2 CRPC1~CRPC7 reference printing conditions, are assumed to have consistent color appearance despite their colorimetric differences in white point and gamut volume

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Page 1: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

VisualSimulationofCRPC1~CRPC7

UnderlyingFactorsforConsistentColorAppearance(CCA)anddevelopingCCAmetric

ElenaFedorovskaya&RobertChung- RITDavidHunter&PierreUrbain- ChromaChecker.com

CRPC1 CRPC2 CRPC3 CRPC4 CRPC5 CRPC6 CRPC7

CMYKpictorialcolorimages,outputtedtoISO15339-2CRPC1~CRPC7referenceprintingconditions,areassumedtohaveconsistentcolorappearancedespitetheircolorimetricdifferencesinwhitepointandgamutvolume

Page 2: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

• WeplantotestthisassumptionandusethevariablesunderlyingtheCRPCstodeviatefromCCA.• InthiswaywecanexperimentallyquantifytheeffectsofGrayBalance,ToneScaleandhueanglesofCMYRGBsolids onCCAandproposeametricfortheuseingraphiccommunications.

Page 3: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

CCAvs.ColorImageMatch

ConsistentColorAppearance ColorImageMatch

Definition A measureofvisualconsistencyamongmultipleimages(1)ofthesamescenereproducedindifferentreferenceprintingconditionsor(2)ofdifferentscenesinonereferenceprintingcondition

Ameasureofvisualmatchbetweenareferenceimageandasampleimageofthesamesceneinthesameviewingconditions

Reference(s) Multiplereferenceprintingconditionswithsimilartoneandcolorcharacteristics,butdifferentcolorgamut,e.g.,CRPC1~CRPC7

Aspecifiedreferenceprintingcondition,e.g.,CRPC6

Applications Productcampaignwhereby differentprintingprocessesandsubstratesareusedforpackaging,labeling,advertising,etc.

Colorproofsusedincommercialandpublicationprinting

Page 4: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

TheoreticalBasis• AdjacentCRPCs,intermsofpaper,solids,andgamutvolume,areunequal.

L* a* b* L* a* b* L* a* b* L* a* b* L* a* b*CRPC1 85 1 5 59 -24 -26 56 48 0 80 -2 60 37 1 4 84,280CRPC2 87 0 3 57 -28 -34 52 58 -2 82 -2 72 30 1 2 151,311∆EabCRPC2 87 0 3 57 -28 -34 52 58 -2 82 -2 72 30 1 2 151,311CRPC3 95 1 -4 60 -26 -44 56 61 -2 89 -3 76 32 1 1 165,764∆EabCRPC3 95 1 -4 60 -26 -44 56 61 -2 89 -3 76 32 1 1 165,764CRPC4 89 0 3 55 -36 -38 47 66 -3 83 -3 83 23 1 2 253,711∆EabCRPC4 89 0 3 55 -36 -38 47 66 -3 83 -3 83 23 1 2 253,711CRPC5 92 0 0 57 -37 -44 48 71 -4 87 -4 88 19 0 1 331,416∆EabCRPC5 92 0 0 57 -37 -44 48 71 -4 87 -4 88 19 0 1 331,416CRPC6 95 1 -4 56 -37 -50 48 75 -4 89 -4 93 16 0 0 389,023∆EabCRPC6 95 1 -4 56 -37 -50 48 75 -4 89 -4 93 16 0 0 389,023CRPC7 97 1 -4 54 -42 -54 47 78 -10 90 -4 103 14 0 0 525,551∆Eab

CRPC

2.0 6.7 6.8 10.0

4.2 6.4 5.2

9.2 9.1

2.0

5.1 6.1 4.0 5.4 3.2

10.7 10.6 5.0 8.1 2.2

6.5 4.2

9.3 12.7 10.3

Paper C100 M100 Y100 K100

3.0 9.2 11.0 12.2 7.3

17%

35%

GamutVolume

GamutVolumeDiff.

80%

10%

53%

31%

Page 5: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

TheoreticalBasis• CRF(CumulativeRelativeFrequencyof∆E00) andthe95th percentile∆E00‡betweenadjacentCRPCsareunequal.

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0

∆E00

CRF(CRPC1-CRPC2)

(CRPC2-CRPC3)

(CRPC3-CRPC4)

(CRPC4-CRPC5)

(CRPC5-CRPC6)

(CRPC6-CRPC7)

95th percentile ∆E 00

(CRPC1-CRPC2) 7.24(CRPC2-CRPC3) 6.56(CRPC3-CRPC4) 9.86(CRPC4-CRPC5) 4.18(CRPC5-CRPC6) 3.26(CRPC6-CRPC7) 4.03

‡ CRFandthe95th percentile∆E00 areadoptedbyCGATSTR016toassesscolorimetricalcolordifferenceandprintconformance.

Page 6: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

Method

• Chooseonereferenceprintingcondition– CRPC4• Producevariationsfromthisreferenceprintingcondition

1) gamutchangesonly,thusmaintainingCCA2) alterationsofoneorcombinationofhueanglesofsolids,grey

balance,andtonereproduction,thusviolatingCCA

Anyoftheabovedatasets,1)and2)maybealteredinitsdevicespacetoproducethesamecolorimetricdifference.

Page 7: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

Approach:varyprintingconditionstoselectivelyaltergamut,tonereproductionandgraybalance

• Measurechangesasequalstepsusing95th percentile∆E00• (Othercolorspacescanpotentiallybeused)

• PrintimagesselectedbytheCIETC8-16ondifferentsubstratesincludingOBA• ConductpsychometrictestsaskingobserverstoidentifyimageswithCCAfrommultiplevariationsofthesamesceneanddifferentscenes• ProposeaCCAscale• PresentattheTC8-16meeting

FromFedorovskaya,Chung,Hunter,Urbain,TAGA2017

EXAMPLEOFCOLORDATASETCHANGES

Page 8: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

AlteringTonereproductionofthereferenceCRPC4datasetwhilemaintaininggamutvolumeandgraybalanceusing95th percentile∆E00 asashiftparameter

• CRPC4vs.CRPC4(Tonereproductionaltered)• Differenttonereproduction• Samegamutvolume,95th percentile∆E00,andgraybalance

-60

-40

-20

0

20

40

60

80

100

-80 -60 -40 -20 0 20 40 60 80

b*

a*

R G B C M Y CRPC4 CRPC4(TR)

0

10

20

30

40

50

60

70

80

0 20 40 60 80 100

Darkness

%DotArea

CRPC4 CRPC4(TR)

-10 -8 -6 -4 -2 0

2

4

6

8

10

0 25 50 75 100

a*/b*

%DotArea

CRPC4 CRPC4(TR)

Page 9: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

Gamutchangewithconstanttonereproductionandgreybalance.VerificationoftheAlteredDatasettoCRPC4• CRPC4vs.CRPC4(Small)

• Differentgamutvolume• Same95th percentile∆E00,tonereproduction,andgraybalance[Darkness=100– L*]

-60

-40

-20

0

20

40

60

80

100

-80 -60 -40 -20 0 20 40 60 80

b*

a*

R G B C M Y CRPC4 CRPC4(small)

-10 -8 -6 -4 -2 0

2

4

6

8

10

0 25 50 75 100

a*/b*

%DotArea

CRPC4

CRPC4(small)

0.0

10.0

20.0

30.0

40.0

50.0

60.0

70.0

80.0

0 20 40 60 80 100

Darkness

%DotArea

CRPC4 CRPC4(small)

Page 10: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

Definitionsusedintheexperiment

• Consistencyofcolourappearanceisdefinedasthedegreeofvisualconsistencyand/orsharedvisualappearancethatasetofimagespossessesalbeitapresenceofvisualdifferences.• Thisconsistencyvariesaccordingtoprintingconditionsandcanbeaffectedbypapersubstrates,inks,environments,printingdevicesandprintingparameters,suchas,forexample,colourbalanceandcolourgamut,amongothers.• Thisconsistencyofcolourappearanceisanattributeofanimagesetthatmakestheimagesfromthesetbelongtothesamefamilytoavaryingdegree.• Thisdefinitionisappliedtothesamesceneprintedindifferentprintingconditions,andalsotothedifferentscenesprintedinsimilarprintingconditions.Inthelattercasethesedifferentscenescaninvokeasensethattheywereallprintedaccordingtothesamespecifications,includingthedevicegamut,inks,andtheprinter.

Page 11: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

• Observersarepresentedwithtwocontrolimages(blue),andtwoof3testimages(yellow)differinginTR,GBorNone,ofthesamescene.• Observersareaskedtoselectatestimagethatappearstoyieldmorecolorconsistencyinthetriplet.• Therearethreepairsperscene.• Eightscenesaretested.

Test_2

Control_1(small)

Control_2(Large)

Test_1

ExampleexperimentalproceduretotestCCAforasinglescene

Page 12: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

ExampleofexperimentalproceduretotestCCAofmultiplescenes• Observersarepresentedwithsevencontrolimages(blue)ofdifferentscenes.• Observersareaskedtoselectoneofthethreetestimages(yellow)thatappearstoyieldmorecolorconsistency.• Eightscenesaretested.• 12Observersparticipatedinbothexperiments

Scene_3(CRPC4)

Scene_1(CRPC4)

Scene_5(CRPC4)

Scene_2(CRPC4)

Scene_6(CRPC4)

Scene_4(CRPC4) Test_1

Scene_7(CRPC4)

Test_2 Test_3

Page 13: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

Roman16_02_midtoneGRAYBALANCE TONEREPRODUCTION CRPC4

GRAYBALANCE 29 34TONEREPRODUCTION 7 33CRPC4 2 3

Exampleofdataanalysis.PairedComparisonoftestimagesforthesamescene.• Foreveryscene,pairedcomparisondatawerecollectedasa3x3matrixacrossparticipants.Eachlocationisthenumberoftimestheimageinthejth columnwaschosenovertheimageintheith row.• Forexample,theCRPC4imageischosenovertheGB-alteredimage34timeswheretheGB-alteredimageischosenonlytwiceovertheCRPC4image.

Page 14: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

ColorConsistencyvsDevice-based95th percentile∆E00

TR

GB

CRPC40

1

2

3

4

5

6

-0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 1

Devic

e-based9

5thpercentile∆

E 00

ColorConsistency(pairedcomparisonexperiment)

ColorConsistencyvsDevice-based95thpercentile∆E00

R2=0.99

Page 15: Underlying Factors for Consistent Color Appearance (CCA ... · Underlying Factors for Consistent Color Appearance (CCA ) and developing CCA metric ... balance, and tone reproduction,

Studymilestones

• CharacterizeprintingconditionsvariationsanddevelopICCprofiles–September– October2017• Produceexperimentalimagesets- November2017• Runpilotexperiments- December2017• Finalizetestingmethodologyandconductmainexperiment- January- February2018• Analyzeexperimentaldata– February- March2018• Presentresults- March-April2018• Submitpaper– April-May2018