Abstract: In this paper，by using clustering of spatial patterns，each pixel in a color image will be taken as a pattern which implies not only its feature value but its spatial information.So，the clustering of all pixels of an image is converted to the clustering of the corresponding patterns，and the three color values of a color image are considered in the clustering.This proposed algorithm has been experimentally proved to be effective in a set of color images segmentations.