Publications by C. Michaelis

Preprints


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
URL, BibTex

Conference Papers


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, 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