A parallel and serial denoising network (PSDNet) by Qi Zhang, Jingyu Xiao, Chunwei Tian*, Jiayu Xu*, Shichao Zhang and Jerry Chun-Wei Lin. And it is implemented by Pytorch. This paper is under review. If this paper is accepeted, its codes will be released here.