The task of semantic segmentation is to correctly classify every pixel of one image. Benefit from the full convolutional neural network (FCN), the image segmentation task has step into a new stage.

Both limited annotation and domain shift are preva-lent challenges in medical image segmentation. Traditional semi-supervised segmentation and unsupervised do-main adaptation methods address one of ...