An image segmentation is proposed based on fast level set and least error rate.It designs new evolution velocity item and stop condition to realize the fast and effective image segmentation.The algorithm adopts the idea of pattern classification,approximates the probability density of object and background by statistical histogram,utilizes a filter window to smooth discriminating function and gets external evolution velocity to realize curve evolution.Meanwhile,the segmentation process is stopped when the e...