Thispaperpresentsavariationoffuzzyc-means(FCM)algorithmthatprovidesimageclustering.Theproposedalgorithmincorporatesthelocalspatialinformationandgraylevelinformationinanovelfuzzyway.ThenewalgorithmiscalledfuzzylocalinformationC-Means(FLICM).