ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness R Geirhos, P Rubisch, C Michaelis, M Bethge, FA Wichmann, W Brendel International Conference on Learning Representations (ICLR 2019), 2018 | 2878 | 2018 |
Shortcut Learning in Deep Neural Networks R Geirhos*, JH Jacobsen*, C Michaelis*, R Zemel, W Brendel, M Bethge, ... Nature Machine Intelligence, 2020 | 1791 | 2020 |
Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming C Michaelis*, B Mitzkus*, R Geirhos*, E Rusak*, O Bringmann, AS Ecker, ... Machine Learning for Autonomopus Driving Workshop, NeurIPS 2019, 2019 | 445 | 2019 |
Optimizing Rank-based Metrics with Blackbox Differentiation M Rolínek, V Musil, A Paulus, M Vlastelica, C Michaelis, G Martius Computer Vision and Pattern Recognition (CVPR 2020), 2019 | 98 | 2019 |
One-Shot Instance Segmentation C Michaelis, I Ustyuzhaninov, M Bethge, AS Ecker arXiv preprint arXiv:1811.11507, 2018 | 97 | 2018 |
One-Shot Segmentation in Clutter C Michaelis, M Bethge, AS Ecker International Conference on Machine Learning (ICML 2018), 2018 | 43 | 2018 |
Contrasting action and posture coding with hierarchical deep neural network models of proprioception KJ Sandbrink, P Mamidanna, C Michaelis, M Bethge, MW Mathis, ... BioRxiv, 2020.05. 06.081372, 2022 | 24* | 2022 |
One-shot Texture Segmentation I Ustyuzhaninov, C Michaelis, W Brendel, M Bethge arXiv preprint arXiv:1807.02654, 2018 | 16 | 2018 |
Closing the Generalization Gap in One-Shot Object Detection C Michaelis, M Bethge, AS Ecker arXiv preprint arXiv:2011.04267, 2020 | 6 | 2020 |
Inducing a human-like shape bias leads to emergent human-level distortion robustness in CNNs R Geirhos, P Rubisch, J Rauber, CRM Temme, C Michaelis, W Brendel, ... 19th Annual Meeting of the Vision Sciences Society (VSS 2019), 2019 | 2 | 2019 |
Unintended cue learning: Lessons for deep learning from experimental psychology R Geirhos, JH Jacobsen, C Michaelis, R Zemel, W Brendel, M Bethge, ... 20th Annual Meeting of the Vision Sciences Society (VSS 2020), 2020 | 1 | 2020 |
Towards goal-driven deep neural network models to elucidate human arm proprioception P Mamidanna, C Michaelis, A Mathis, M Bethge 28th Annual Meeting of the Society for the Neural Control of Movement (NCM …, 2018 | 1 | 2018 |
Iterative weakly supervised learning for novel class object detection D Mandić, W Brendel, C Michaelis | | 2023 |
Why Machine Learning Models Fail: A Benchmarking Perspective C Michaelis PhD Thesis, Universität Tübingen, 2022 | | 2022 |
Comparing Search Strategies of Humans and Machines in Clutter C Michaelis, M Weller, C Funke, AS Ecker, TSA Wallis, M Bethge 19th Annual Meeting of the Vision Sciences Society (VSS 2019), 2019 | | 2019 |
Comparing Humans and Deep Neural Networks on Visual Shape Judgments in Cluttered Images C Funke, T Wallis, J Borowski, C Michaelis, A Ecker, M Bethge 18th Annual Meeting of the Vision Sciences Society (VSS 2018), 2018 | | 2018 |