The research of image segmentation mainly includes: how to select the appropriate color space, reduce complexity algorithm, improve noise resistance and universality etc. Fuzzy clustering is an unsupervised classification method, which can classify samples with similar properties without prior knowledge. This paper briefly describes working principle performance comparison these algorithms.