Segmentingindividualhumansinahigh-densityscene(e.g.,acrowd)acquiredfromastaticcameraischallengingmainly duetoobjectinter-occlusion(Fig.1).We de
ne this proble mas a“model-asedsegmentation”problemandthesolutionisob- tainedusingaMarkovchainMonteCarlo(MCMC)approach. Knowledgeofvariousaspectsincludinghumanshape,human height,cameramodel,andimagecuesincludinghumanhead candidates,foreground/backgroundseparationareintegrated inaBayesianfr a mework.Weshowpromisingresultsonsome challengingdata.

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