ThispaperpresentsanovelsegmentationapproachbasedonaMarkovrandomfield(MRF)fusionmodelwhichaimsatcombiningseveralsegmentationresultsassociatedwithsimplerclusteringmodelsinordertoachieveamorereliableandaccuratesegmentationresult