Segmentation of breast ultrasound image with semantic classification of superpixels.

•A novel segmentation method for breast ultrasound is proposed.•Breast lesion is segmented by semantic classification of superpixels.•A K-NN based reclassification is adopted to refine the segmentation.•Experimental results show the advantages of the proposed method.