
PhD Student
MC 5.126
simon.damm@rub.de
→ ELLIS PhD Student
Research Interests
- Probabilistic generative modeling
- Out-of-distribution & anomaly detection
- Machine/Deep learning for spatiotemporal data
Publications
2025
Simon Damm, Mike Laszkiewicz, Johannes Lederer, Asja Fischer
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Proceedings Article
In: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2025.
@inproceedings{Damm2025AnomalyDINOBoosting,
title = {AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2},
author = {Simon Damm and Mike Laszkiewicz and Johannes Lederer and Asja Fischer},
url = {https://openaccess.thecvf.com/content/WACV2025/html/Damm_AnomalyDINO_Boosting_Patch-Based_Few-Shot_Anomaly_Detection_with_DINOv2_WACV_2025_paper.html},
year = {2025},
date = {2025-01-01},
booktitle = {IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
2024
Jonas Ricker, Simon Damm, Thorsten Holz, Asja Fischer
Towards the Detection of Diffusion Model Deepfakes Proceedings Article
In: International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP), 2024.
@inproceedings{Ricker2024TowardsDetection,
title = {Towards the Detection of Diffusion Model Deepfakes},
author = {Jonas Ricker and Simon Damm and Thorsten Holz and Asja Fischer},
url = {https://doi.org/10.5220/0012422000003660},
year = {2024},
date = {2024-01-01},
booktitle = {International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Dmytro Velychko, Simon Damm, Asja Fischer, Jörg Lücke
Learning sparse codes with entropy-based ELBOs Proceedings Article
In: International Conference on Artificial Intelligence and Statistics (AISTATS), 2024.
@inproceedings{Velychko2024Learningsparse,
title = {Learning sparse codes with entropy-based ELBOs},
author = {Dmytro Velychko and Simon Damm and Asja Fischer and Jörg Lücke},
url = {https://proceedings.mlr.press/v238/velychko24a.html},
year = {2024},
date = {2024-01-01},
booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
2023
Simon Damm, Dennis Forster, Dmytro Velychko, Zhenwen Dai, Asja Fischer, Jörg Lücke
The ELBO of variational autoencoders converges to a sum of entropies Proceedings Article
In: International Conference on Artificial Intelligence and Statistics (AISTATS), 2023.
@inproceedings{Damm2023ELBOof,
title = {The ELBO of variational autoencoders converges to a sum of entropies},
author = {Simon Damm and Dennis Forster and Dmytro Velychko and Zhenwen Dai and Asja Fischer and Jörg Lücke},
url = {https://proceedings.mlr.press/v206/damm23a.html},
year = {2023},
date = {2023-01-01},
booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}