Towards Understanding Residual and Dilated Dense Neural Networks via Convolutional Sparse Coding

Zhiyang Zhang, Shihua Zhang

Convolutional neural network (CNN) and its variants have led to many state-of-art results in various fields. However, a clear theoretical understanding about them is still lacking.…