Quantification and Analysis of Layer-wise and Pixel-wise Information Discarding

Haotian Ma, Hao Zhang, Fan Zhou, Yinqing Zhang, Quanshi Zhang

Abstract: This paper presents a method to explain how the information of each input variable is gradually discarded during the forward propagation in a deep neural network (DNN), which provides new perspecti...