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.

摘要： 采用了一种基于空间模式聚类的方法，它将图像中的每个像素看成是一个模式，每个模式既体现了所代表像素的空间信息，又包括了像素的颜色信息。这样，对像素的聚类，转变成为对模式的聚类，聚类过程考虑了彩色图像空间中的三个颜色分量。经过实验，此方法能够比较好的对一些彩色图像进行聚类图像分割。