ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness

Robert Geirhos, Patricia Rubisch, Claudio Michaelis, Matthias Bethge, Felix A. Wichmann, Wieland Brendel. ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness. In 7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, May 6-9, 2019. OpenReview.net, 2019. [doi]

@inproceedings{GeirhosRMBWB19,
  title = {ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness},
  author = {Robert Geirhos and Patricia Rubisch and Claudio Michaelis and Matthias Bethge and Felix A. Wichmann and Wieland Brendel},
  year = {2019},
  url = {https://openreview.net/forum?id=Bygh9j09KX},
  researchr = {https://researchr.org/publication/GeirhosRMBWB19},
  cites = {0},
  citedby = {0},
  booktitle = {7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, May 6-9, 2019},
  publisher = {OpenReview.net},
}