An approach based on evolution strategies is proposed for image segmentation. Taking full advantage of the global searching capability of evolution strategies, based on gray distribution of image and segmentation strategy of fuzzy clustering, the algorithm proposed implements the procedure of segmentation. To make sure that the algorithm can reach the global optimized resolution, a novel method is proposed to improve the globally researching capability of canonical evolution strategy. The experiments indicate that the algorithm proposed can get very good effect of segmentation.