Volker Fischer

Selected publications

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  Volker Fischer, Jan Koehler, Thomas Pfeil. The streaming rollout of deep networks - towards fully model-parallel execution. Advances in Neural Information Processing System (NeurIPS), 2018, link

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  Elias Eulig, Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Kilian Rambach, William Beluch, Xiahan Shi, Volker Fischer. DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the Presence of Shortcut and Generalization Opportunities. International Conference on Computer Vision (ICCV), 2021, link

Publications

• Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Claudia Blaiotta, Mauricio Munoz, Volker Fischer.
  Overcoming Shortcut Learning in a Target Domain by Generalizing Basic Visual Factors from a Source Domain.
  European Conference on Computer Vision (ECCV), 2022, link
• Artem Moskalev, Ivan Sosnovik, Volker Fischer, Arnold Smeulders.
  Contrasting quadratic assignments for set-based representation learning.
  European Conference on Computer Vision (ECCV), 2022, link
• Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Claudia Blaiotta, Mauricio Munoz, Volker Fischer.
  Multi-attribute Open Set Recognition.
  Pattern Recognition: 44th DAGM German Conference (GCPR), 2022, link
• Chaithanya Kumar Mummadi, Ranjitha Subramaniam, Robin Hutmacher, Julien Vitay, Volker Fischer, Jan Hendrik Metzen.
  Does enhanced shape bias improve neural network robustness to common corruptions?
  International Conference on Learning Representations (ICLR), 2021, link
• Jan Bechtold, Maxim Tatarchenko, Volker Fischer, Thomas Brox.
  Fostering Generalization in Single-view 3D Reconstruction by Learning a Hierarchy of Local and Global Shape Priors.
  Conference on Computer Vision and Pattern Recognition (CVPR), 2021, link
• Fabian Fuchs, Daniel Worrall, Volker Fischer, Max Welling.
  SE (3)-transformers: 3D roto-translation equivariant attention networks.
  Advances in Neural Information Processing System (NeurIPS), 2020, link
• Lukas Hoyer, Mauricio Munoz, Prateek Katiyar, Anna Khoreva, Volker Fischer.
  Grid saliency for context explanations of semantic segmentation.
  Advances in Neural Information Processing System (NeurIPS), 2019, link
• Jan Hendrik Metzen, Mummadi Chaithanya Kumar, Thomas Brox, Volker Fischer.
  Universal adversarial perturbations against semantic image segmentation.
  International Conference on Computer Vision (ICCV), 2017, link
• Jan Hendrik Metzen, Tim Genewein, Volker Fischer, Bastian Bischoff.
  On detecting adversarial perturbations.
  International Conference on Learning Representations (ICLR), 2017, link
• Joerg Wagner, Volker Fischer, Michael Herman, Sven Behnke.
  Multispectral Pedestrian Detection using Deep Fusion Convolutional Neural Networks.
  European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learnin, 2016, link
• Michael Herman, Volker Fischer, Tobias Gindele, Wolfram Burgard.
  Inverse reinforcement learning of behavioral models for online-adapting navigation strategies.
  International Conference on Robotics and Automation (ICRA), 2015, link
• Markus Raabe, Volker Fischer, Daniela Bernhardt, Mark W Greenlee.
  Neural correlates of spatial working memory load in a delayed match-to-sample saccade task.
  NeuroImage, 2013, link