Claudio Michaelis

Shortcut learning in deep neural networks

Robert Geirhos, Jörn-Henrik Jacobsen, Claudio Michaelis et al. · Nature Machine Intelligence · 2020 · 1.6K citations · Full text

Deep Neural Networks, Engineering, Machine Learning +5

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

Robert Geirhos, Patricia Rubisch, Claudio Michaelis et al. · arXiv (Cornell University) · 2018 · 664 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +17

Benchmarking Robustness in Object Detection: Autonomous Driving when\n Winter is Coming

Claudio Michaelis, Benjamin Mitzkus, Robert Geirhos et al. · arXiv (Cornell University) · 2019 · 199 citations · Full text

Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Claudio Michaelis, Benjamin Mitzkus, Robert Geirhos et al. · arXiv (Cornell University) · 2019 · 136 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +18

One-Shot Instance Segmentation

Claudio Michaelis, Ivan Ustyuzhaninov, Matthias Bethge et al. · arXiv (Cornell University) · 2018 · 68 citations · Full text

Scene Analysis, Engineering, Machine Learning +16