Abstract: Several new conceptions including function feature, total Gap and full Gap are proposed, and the Gap statistical model for image segmentation is established and the detail algorithm is developed. Also, we take an analysis of regular part and singular part

Key words: Image segmentation, Function feature, Self-similar, Gap statistic, Model