The Origins and Prevalence of Texture Bias in Convolutional Neural Networks

Katherine L. Hermann, Ting Chen, Simon Kornblith

Recent work has indicated that, unlike humans, ImageNet-trained CNNs tend to classify images by texture rather than by shape. How pervasive is this bias, and where does it come fro…