Roland Simon Zimmermann
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Observing spatio-temporal dynamics of excitable media using reservoir computing
RS Zimmermann, U Parlitz
Chaos: An Interdisciplinary Journal of Nonlinear Science 28 (4), 043118, 2018
A simple way to make neural networks robust against diverse image corruptions
E Rusak, L Schott, RS Zimmermann, J Bitterwolf, O Bringmann, M Bethge, ...
European Conference on Computer Vision (ECCV) 2020, 2020
Foolbox Native: Fast adversarial attacks to benchmark the robustness of machine learning models in PyTorch, TensorFlow, and JAX
J Rauber, R Zimmermann, M Bethge, W Brendel
Journal of Open Source Software 5 (53), 2607, 2020
Faster training of Mask R-CNN by focusing on instance boundaries
RS Zimmermann, JN Siems
Computer Vision and Image Understanding, 102795, 2019
Comment on "Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network"
RS Zimmermann
arXiv preprint arXiv:1907.00895, 2019
Contrastive Learning Inverts the Data Generating Process
RS Zimmermann, Y Sharma, S Schneider, M Bethge, W Brendel
arXiv preprint arXiv:2102.08850, 2021
Exemplary Natural Images Explain CNN Activations Better than Feature Visualizations
J Borowski, RS Zimmermann, J Schepers, R Geirhos, TSA Wallis, ...
arXiv preprint arXiv:2010.12606, 2020
A Self-Supervised Feature Map Augmentation (FMA) Loss and Combined Augmentations Finetuning to Efficiently Improve the Robustness of CNNs
N Kapoor, C Yuan, J Löhdefink, R Zimmerman, S Varghese, F Hüger, ...
Computer Science in Cars Symposium, 1-8, 2020
How Well do Feature Visualizations Support Causal Understanding of CNN Activations?
RS Zimmermann, J Borowski, R Geirhos, M Bethge, TSA Wallis, ...
arXiv preprint arXiv:2106.12447, 2021
Reconstructing complex cardiac excitation waves from incomplete data using echo state networks and convolutional autoencoders
S Herzog, RS Zimmermann, J Abele, S Luther, U Parlitz
Front. Appl. Math. Stat. 6: 616584. doi: 10.3389/fams, 2021
Simion Zoo: A Workbench for Distributed Experimentation with Reinforcement Learning for Continuous Control Tasks
B Fernandez-Gauna, M Graña, RS Zimmermann
arXiv preprint arXiv:1904.07817, 2019
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