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Senior Research Scientist
Group Involvement, NEC Laboratories Europe
Human-Centric AI Research Group
Research Interests
Prototype-based Machine Learning
Interpretable Machine Learning
Computer Vision
Publications
- Sascha Saralajew, Lars Ohnemus, Lukas Ewecker, Ebubekir Asan, Simon Isele, Stefan Roos. A Dataset for Provident Vehicle Detection at Night. 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2021.
- Emilio Oldenziel, Lars Ohnemus, Sascha Saralajew. Provident detection of vehicles at night. 2020 IEEE Intelligent Vehicles Symposium (IV), 2020.
- Sascha Saralajew, Lars Holdijk, Thomas Villmann. Fast adversarial robustness certification of nearest prototype classifiers for arbitrary seminorms. Advances in Neural Information Processing Systems (NeurIPS), 2020.
- Sascha Saralajew, Lars Holdijk, Maike Rees, Ebubekir Asan, Thomas Villmann. Classification-by-components: Probabilistic modeling of reasoning over a set of components. Advances in Neural Information Processing Systems (NeurIPS), 2019.
- Sascha Saralajew, Thomas Villmann. Adaptive tangent distances in generalized learning vector quantization for transformation and distortion invariant classification learning. 2016 International Joint Conference on Neural Networks (IJCNN), 2016.