University of Tübingen & U. of Edinburgh; University of Tübingen; University of Tübingen & IMPRS-IS
Robert Geirhos, Patricia Rubisch, Claudio Michaelis, Matthias Bethge, Felix Wichmann, Wieland Brendel
deep learning;psychophysics;representation learning;object recognition;robustness;neural networks;data augmentation
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness