School of Information Science and Engineering Yanshan University Qinhuangdao 066004 China;
School of Mathematics and Information Science and Technology Hebei Normal University of Science and Technology Qinhuangdao 066004 China;
Convolutional neural network(CNN); dense network; image decomposition; rain removal; total variation(TV);