Yinqing Zhang

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

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 perspectives to explain DNNs. We define two types of entropy-based metrics, i.e. (1) the discarding of pixel-wis…