In contrast to the fully supervised methods using pixel-wise mask labels, box-supervised instance segmentation takes advantage of simple box annotations, which has recently attracted a lot research attentions. this paper, we propose novel single-shot approach, integrates classical level set model with deep neural network delicately. Specifically, our proposed method iteratively learns series se...