Matthias Hein
Eberhard Karls Universität Tübingen
H-index: 58
Europe-Germany
Top articles of Matthias Hein
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
Zero-Shot Distillation for Image Encoders: How to Make Effective Use of Synthetic Data | arXiv preprint arXiv:2404.16637 | Niclas Popp Jan Hendrik Metzen Matthias Hein | 2024/4/25 |
Revisiting adversarial training for imagenet: Architectures, training and generalization across threat models | Advances in Neural Information Processing Systems | Naman Deep Singh Francesco Croce Matthias Hein | 2024/2/13 |
Identification of Fine-grained Systematic Errors via Controlled Scene Generation | arXiv preprint arXiv:2404.07045 | Valentyn Boreiko Matthias Hein Jan Hendrik Metzen | 2024/4/10 |
Device and computer implemented method for determining a class of an element of an image in particular for operating a technical system | 2024/3/21 | ||
Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models | arXiv preprint arXiv:2402.12336 | Christian Schlarmann Naman Deep Singh Francesco Croce Matthias Hein | 2024/2/19 |
Normalization layers are all that sharpness-aware minimization needs | Advances in Neural Information Processing Systems | Maximilian Mueller Tiffany Vlaar David Rolnick Matthias Hein | 2024/2/13 |
Spurious Features Everywhere-Large-Scale Detection of Harmful Spurious Features in ImageNet | Matthias Hein Valentyn Boreiko Maximilian Augustin Yannic Neuhaus | 2023/8/22 | |
Certified Defences Against Adversarial Patch Attacks on Semantic Segmentation | Matthias Hein Maksym Yatsura Kaspar Sakmann N Grace Hua Jan Hendrik Metzen | 2023/2/21 | |
Analyzing and Explaining Image Classifiers via Diffusion Guidance | arXiv preprint arXiv:2311.17833 | Maximilian Augustin Yannic Neuhaus Matthias Hein | 2023/11/29 |
On the Adversarial Robustness of Multi-Modal Foundation Models | Christian Schlarmann Matthias Hein | 2023 | |
K2S Challenge: From Undersampled K-Space to Automatic Segmentation | Bioengineering | Christian F Baumgartner Aniket Anil Tolpadi Upasana Upadhyay Bharadwaj Kenneth T Gao Felix G Gassert | 2023/2/18 |
Segment (Almost) Nothing: Prompt-Agnostic Adversarial Attacks on Segmentation Models | arXiv preprint arXiv:2311.14450 | Francesco Croce Matthias Hein | 2023/11/24 |
Improving l1-certified robustness via randomized smoothing by leveraging box constraints | Václav Vorácek Matthias Hein | 2023/7/3 | |
Identifying Systematic Errors in Object Detectors with the SCROD Pipeline | Valentyn Boreiko Matthias Hein Jan Hendrik Metzen | 2023 | |
Generating Realistic Counterfactuals for Retinal Fundus and OCT Images using Diffusion Models | arXiv preprint arXiv:2311.11629 | Indu Ilanchezian Valentyn Boreiko Laura Kühlewein Ziwei Huang Murat Seçkin Ayhan | 2023/11/20 |
Robust Semantic Segmentation: Strong Adversarial Attacks and Fast Training of Robust Models | arXiv preprint arXiv:2306.12941 | Francesco Croce Naman D Singh Matthias Hein | 2023/6/22 |
Nonlinear Perron--Frobenius Theorems for Nonnegative Tensors | SIAM Review | Antoine Gautier Francesco Tudisco Matthias Hein | 2023 |
A Modern Look at the Relationship between Sharpness and Generalization | International Conference on Machine Learning | Maksym Andriushchenko Francesco Croce Maximilian Müller Matthias Hein Nicolas Flammarion | 2023/2/14 |
Towards Reliable Evaluation and Fast Training of Robust Semantic Segmentation Models | Francesco Croce Naman Deep Singh Matthias Hein | 2023/10/13 | |
In or Out? Fixing ImageNet Out-of-Distribution Detection Evaluation | arXiv preprint arXiv:2306.00826 | Julian Bitterwolf Maximilian Mueller Matthias Hein | 2023/6/1 |
Co-Authors
