The selected threshold quantity often cannot be determined in advance in image segmentation based on multi-threshold. A multi-threshold segmentation method is proposed based on clustering to solve the problem. The pattern centers are found through Mean Shift technology，various thresholds of adjacent pattern centers are determined by iterative selection method, and image segmentation is completed by the method of multi-threshold. The experimental results show that the proposed method is effective and can obtain good effect.