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DigitalImageProcessingColorImageProcessing
(Chapter6)PreviewMotive
-Colorisapowerfuldescriptorthatoftensimplifiesobjectidentificationandextractionfromascene.-Humancandiscernthousandsofcolorshadesandintensities,comparedtoaboutonlytwodozenshadesofgray.H.R.PourrezaPreviewH.R.PourrezaPreviewPreviewColorimageprocessingisdivideintotwomajorarea:
Full-ColorProcessingPseudo-ColorProcessingColorFundamentalsTheexperimentofSirIsaacNewton,in1666.ColorFundamentals(con’t)cThecolorthathumanperceiveinanobject=thelightreflectedfromtheobjectIlluminationsourcescenereflectioneyeColorFundamentals(con’t)cBasicquantitiestodescribethequalityoflightsource:Radiance:Totalamountofenergythatflowsfromthelightsource(inW).Luminance:Ameasureoftheamountofenergyanobserverperceivesfromthelightsource(inlm)Brightness:Asubjectivedescriptorthatembodiestheachromaticnotionofintensityandispracticalimpossibletomeasure.ColorFundamentals(con’t)cColorFundamentals(con’t)StandardwavelengthvaluesfortheprimarycolorsColorFundamentals(con’t)ColorFundamentals(con’t)ThecharacteristicsgenerallyusedtodistinguishonecolorfromanotherareBrightness,
Hue,andSaturation.Hue:Representsdominantcolorasperceivebyanobserver.Saturation:RelativepurityortheamountofwhitelightmixedwithahueHueandsaturationtakentogetherarecalledChromaticity,andtherefore,acolormaybecharacterizedbyitsBrightnessandChromaticity.ColorFundamentals(con’t)Tri-stimulusvalues:TheamountofRed,GreenandBlueneededtoformanyparticularcolor Denotedby:X,YandZTri-chromaticcoefficient:ColorFundamentals(con’t)GreenPoint=62%green,25%red,13%blue.ChromaticityDiagramColorFundamentals(con’t)ColorGamutproducedbyRGBmonitorsColorGamutproducedbyhighqualitycolorprintingdeviceColorModelsThepurposeofacolormodel(alsocalledcolorspaceorcolorsystem)istofacilitatethespecificationofcolorsinsomestandard,generallyacceptway.RGB
(red,green,blue):monitor,videocamera.CMY(cyan,magenta,yellow),CMYK(CMY,black)modelforcolorprinting.andHSImodel,whichcorrespondscloselywiththewayhumansdescribeandinterpretcolor.TheRGBColorModelsTheRGBColorModels(con’t)TheRGBColorModels(con’t)TheRGBColorModels(con’t)SafeRGBColors(SafeWebcolors)TheRGBColorModels(con’t)TheCMYandCMYKColorModelsCyan,MagentaandYellowarethesecondarycolorsoflightMostdevicesthatdepositcoloredpigmentsonpaper,suchascolorprintersandcopiers,requireCMYdatainput.TheHSIColorModelsTheHSIColorModelsTheHSIColorModelsConvertingcolorsfromRGBtoHSITheHSIColorModelsConvertingcolorsfromHIStoRGBRGsector:TheHSIColorModelsConvertingcolorsfromHIStoRGBGBsector:TheHSIColorModelsConvertingcolorsfromHIStoRGBBRsector:TheHSIColorModelsTheHSIColorModelsTheHSIColorModelsRGBHSIHSIRGBPseudocolorImageProcessingPseudocolor(alsocalledfalsecolor)imageprocessingconsistsofassigningcolorstograyvaluesbasedonaspecifiedcriterion.Theprincipaluseofpseudocolorisforhumanvisualizationandinterpretationofgray-scaleeventsinanimageorsequenceofimages.IntensitySlicingIntensitySlicing(con’t)IntensitySlicing(con’t)IntensitySlicing(con’t)GrayLeveltoColorTransformationsGrayLeveltoColorTransformationsGrayLeveltoColorTransformationsGrayLeveltoColorTransformationsGrayLeveltoColorTransformationsH.R.PourrezaGrayLeveltoColorTransformationsLetcrepresentanarbitraryvectorinRGBcolorspaceForanimageofsizeM*N,BasicofFullColorImageProcessingBasicofFullColorImageProcessingMajorcategoriesoffull-colorImageprocessing:Per-color-componentprocessingVector-basedprocessingBasicofFull-ColorImageProcessingBasicofFull-ColorImageProcessing
ColorTransformationProcessingthecomponentsofacolorimagewithinthecontextofasinglecolormodel.ColorcomponentsoffColorcomponentsofgColormappingfunctionsFull-ColorImageProcessing
ColorTransformationCMYKRGBHSISomedifficultyininterpretingtheHUE:Discontinuitywhere0and360ºmeet.Hueisundefinedforasaturation0Full-ColorImageProcessing
ColorTransformation:ModifytheIntensityFull-ColorImageProcessing
ColorTransformation:ColorComplementFull-ColorImageProcessing
ColorTransformation:ColorComplementFull-ColorImageProcessing
ColorTransformation:ColorSlicingMotive:HighlightingaspecificrangeofcolorsinanimageBasicIdea:DisplaythecolorofinterestsothattheystandoutfrombackgroundUsetheregiondefinedbythecolorsasamaskforfurtherprocessingFull-ColorImageProcessing
ColorTransformation:ColorSlicing1.Colorsofinterestareenclosedbycube(orhypercubeforn>3)2.ColorsofinterestareenclosedbySphereFull-ColorImageProcessing
ColorTransformation:ColorSlicingCubeSphereFull-ColorImageProcessing
ColorTransformation:ToneandColorCorrectionTheColorsofmonitorshouldrepresentaccuratelyanydigitallyscannedsourceimages,aswellasthefinalprintedoutInconjunctionwithdigitalcameras,flatbedscanners,andinkjetprinters,theyturnapersonalcomputerintoadigitalDarkroomDeviceIndependentColorModelTheModelofchoiceformanycolormanagementsystem(CMS)is
CIEL*a*b*(alsocalledCIELAB)modelFull-ColorImageProcessing
ColorTransformation:ToneandColorCorrectionL*a*bColorComponents:XW,YWandZWarereferencewhitetristimulusvalues(definedbyx=0.3127andy=0.3290inthechromaticitydiagramFull-ColorImageProcessing
ColorTransformation:ToneandColorCorrectionThetonalrangofanimage,alsocalleditskey-type,referstoitsgeneraldistributionofcolorintensities.
High-keyimages:Mostoftheinformationisconcentratedathighintensities.
Low-keyimages:Mostoftheinformationisconcentratedatlowintensities.Full-ColorImageProcessing
ColorTransformation:TonalCorrectionMiddle-keyImageFull-ColorImageProcessing
ColorTransformation:TonalCorrectionHigh-keyImageFull-ColorImageProcessing
ColorTransformation:TonalCorrectionLow-keyImageFull-ColorImageProcessing
ColorTransformation:ColorCorrectionTheproportionofanycolorcanbeincreasedbydecreasingtheamountoftheopposite(orcomplementary)colorintheimageorbyraisingtheproportionofthetwoimmediatelyadjacentcolorsordecreasingthepercentageofthetwocolorsadjacenttothecomplement.Magenta
RemovingRedandBlueAddingGreenFull-ColorImageProcessing
ColorTransformation:ColorCorrectionFull-ColorImageProcessing
ColorTransformation:HistogramProcessingHistogramEqualizingtheIntensitySaturationAdjustmentFull-ColorImageProcessing
ColorImageSmoothingAveraging:Full-ColorImageProcessing
ColorImageSmoothingRedBlueGreenFull-ColorImageProcessing
ColorImageSmoothingHueSaturationIntensityFull-ColorImageProcessing
ColorImageSmoothingAveragingR,GandBAveragingIntensityDifference
Full-ColorImageProcessing
ColorImageSharpeningTheLaplacianofVectorc:Full-ColorImageProcessing
ColorImageSharpeningSharpeningR,GandBSharpeningIntensityDifference
Full-ColorImageProcessing
ColorSegmentationSegmentationisaprocessthatpartitionsanimageintoregionsSegmentationinHISColorSpaceSegmentationinRGBVectorSpaceColorEdgeDetectionH.R.PourrezaFull-ColorImageProcessing
ColorSegmentation:inHISColorSpa
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