Publications by C. Michaelis

Preprints


C. Michaelis, M. Bethge, and A. S. Ecker
Clsoing the Generalization Gap in One-Shot Object Detection
ArXiv, 2020
URL, BibTex
K. J. Sandbrink, P. Mamidanna, C. Michaelis, M. W. Mathis, M. Bethge, and A. Mathis
Task-driven hierarchical deep neural network models of the proprioceptive pathway
bioRxiv, 2020
URL, BibTex
C. Michaelis, I. Ustyuzhaninov, M. Bethge, and A. S. Ecker
One-Shot Instance Segmentation
arXiv, 2018
Code, URL, BibTex
I. Ustyuzhaninov, C. Michaelis, W. Brendel, and M. Bethge
One-shot Texture Segmentation
arXiv, 2018
Code, URL, BibTex

Journal Articles


R. Geirhos, J.-H. Jacobsen, C. Michaelis, R. Zemel, W. Brendel, M. Bethge, and F. A. Wichmann
Shortcut Learning in Deep Neural Networks
Nature Machine Intelligence, 2, 665-673, 2020
Code, URL, DOI, BibTex

Conference Papers


M. Rolínek, V. Musil, A. Paulus, M. Vlastelica, C. Michaelis, and G. Martius
Optimizing Rank-based Metrics with Blackbox Differentiation
Computer Vision and Pattern Recognition (CVPR), 2020
Code, URL, BibTex
C. Michaelis, B. Mitzkus, R. Geirhos, E. Rusak, O. Bringmann, A. S. Ecker, M. Bethge, and W. Brendel
Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming
Machine Learning for Autonomous Driving Workshop, NeurIPS 2019, 2019
Code, URL, BibTex
R. Geirhos, P. Rubisch, C. Michaelis, M. Bethge, F. A. Wichmann, and W. Brendel
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness
International Conference on Learning Representations (ICLR), 2019
Code, URL, BibTex
C. Michaelis, M. Bethge, and A. S. Ecker
One-Shot Segmentation in Clutter
ICML, 2018
#segmentation, #one-shot learning, #clutter
Code, URL, BibTex

Abstracts


R. Geirhos, J.-H. Jacobsen, C. Michaelis, R. Zemel, W. Brendel, M. Bethge, and F. A. Wichmann
Unintended cue learning: Lessons for deep learning from experimental psychology
Journal of Vision, 20(11), 652, 2020
DOI, BibTex
R. Geirhos, P. Rubisch, J. Rauber, C. R. M. Temme, C. Michaelis, W. Brendel, M. Bethge, and F. A. Wichmann
Inducing a human-like shape bias leads to emergent human-level distortion robustness in CNNs
Journal of Vision, 19(10), 2019
DOI, BibTex
University of Tuebingen BCCN CIN MPI