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Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation


Jun 28, 2021
Chaithanya Kumar Mummadi, Robin Hutmacher, Kilian Rambach, Evgeny Levinkov, Thomas Brox, Jan Hendrik Metzen

* 16 pages, 5 figures, 7 tables 

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Does enhanced shape bias improve neural network robustness to common corruptions?


Apr 20, 2021
Chaithanya Kumar Mummadi, Ranjitha Subramaniam, Robin Hutmacher, Julien Vitay, Volker Fischer, Jan Hendrik Metzen

* 20 pages, 9 figures, 12 tables, accepted at ICLR 2021 

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Meta Adversarial Training


Jan 27, 2021
Jan Hendrik Metzen, Nicole Finnie, Robin Hutmacher


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Increasing the Robustness of Semantic Segmentation Models with Painting-by-Numbers


Oct 12, 2020
Christoph Kamann, Burkhard Güssefeld, Robin Hutmacher, Jan Hendrik Metzen, Carsten Rother


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