This paper proposes a novel image segmentation framework.
A multiscale image segmentation method is presented within our framework.
Total variation projection regularization (TVPR) is used to the proposed model.
We present an adaptive TVPR parameters selection method for image segmentation.
The experimental results show the effectiveness of the proposed method.