2021


L. Schott, J. von Kügelgen, F. Träuble, P. Gehler, C. Russell, M. Bethge, B. Schölkopf, F. Locatello, et al.
Visual Representation Learning Does Not Generalize Strongly Within the Same Domain
2021
Code, URL, BibTex
M. A. Weis, K. Chitta, Y. Sharma, W. Brendel, M. Bethge, A. Geiger, and A. S. Ecker
Benchmarking Unsupervised Object Representations for Video Sequences
Journal of Machine Learning Research, 22, 1-61, 2021
Code, URL, BibTex
M. F. Burg, S. A. Cadena, G. H. Denfield, E. Y. Walker, A. S. Tolias, M. Bethge, and A. S. Ecker
Learning divisive normalization in primary visual cortex
PLOS Computational Biology, 17(6), 1-31, 2021
#system identification, #v1, #convolutional neural networks, #divisive normalization
Code, URL, DOI, Talk at CCN 2019, BibTex
K.-K. Lurz, M. Bashiri, K. F. Willeke, A. K. Jagadish, E. Wang, E. Y. Walker, S. Cadena, T. Muhammad, et al.
Generalization in data-driven models of primary visual cortex
International Conference on Learning Representations (ICLR), 2021
PDF, URL, Code, BibTex
C. M. Funke, J. Borowski, K. Stosio, W. Brendel, T. S. A. Wallis, and M. Bethge
Five Points to Check when Comparing Visual Perception in Humans and Machines
Journal of Vision, 2021
Code, URL, BibTex
R. S. Zimmermann, Y. Sharma, S. Schneider, M. Bethge, and W. Brendel
Contrastive Learning Inverts the Data Generating Process
arXiv, 2021
Code, URL, BibTex
S. Safarani, A. Nix, K. Willeke, S. A. Cadena, K. Restivo, G. Denfield, A. S. Tolias, and F. H. Sinz
Towards robust vision by multi-task learning on monkey visual cortex
arXiv preprint arXiv:2107.14344, 2021
BibTex
R. Geirhos, K. Narayanappa, B. Mitzkus, T. Thieringer, M. Bethge, F. A. Wichmann, and W. Brendel
Partial success in closing the gap between human and machine vision
Advances in Neural Information Processing Systems 34, 2021
Code, URL, BibTex
D. Kobak, Y. Bernaerts, M. A. Weis, F. Scala, A. S. Tolias, and P. Berens
Sparse reduced‐rank regression for exploratory visualisation of paired multivariate data
Journal of the Royal Statistical Society: Series C (Applied Statistics), 70, 980-1000, 2021
URL, BibTex
University of Tuebingen BCCN CIN MPI