Based on wavelet multi-resolution analysis and mean-shift Unsupervised texture segmentation method and the mean shift clustering based on wavelet feature completely unsupervised adaptive multi-scale segmentation and neither the need for training is not necessary to split the categorya priori knowledge of the number, etc. the method according to the strategy in scale between the transmission of information, adaptive to different regions of the image to determine the appropriate split of the scale, texture inner region using the coarse scale feat...