Expertise
Computer Science
- Implicit Neural Representation
- Neural Network
- Distance Function
- Signed Distance
- Neural Operator
- Periodic Motion
Mathematics
- Deep Learning Method
- Riemannian Geometry
Organisations
Publications
2026
RONOM: Reduced-Order Neural Operator Modeling (2026)SIAM journal on scientific computing, 48(3), C604-C634. Dummer, S., Ye, D. & Brune, C.https://doi.org/10.1137/25M1777700Deep Learning with Infinite-Dimensional Priors (2026)[Thesis › PhD Thesis - Research UT, graduation UT]. University of Twente. Dummer, S.https://doi.org/10.3990/1.9789036570534
2025
Vector-Valued Reproducing Kernel Banach Spaces for Neural Networks and Operators (2025)[Working paper › Preprint]. ArXiv.org. Dummer, S., Heeringa, T. J. & Iglesias, J. A.https://doi.org/10.48550/arXiv.2509.26371RONOM: Reduced-Order Neural Operator Modeling (2025)[Working paper › Preprint]. ArXiv.org. Dummer, S., Ye, D. & Brune, C.https://doi.org/10.48550/arXiv.2507.12814Joint Manifold Learning and Optimal Transport for Dynamic Imaging (2025)[Working paper › Preprint]. ArXiv.org. Dummer, S., Vaish, P. & Brune, C.https://doi.org/10.48550/arXiv.2505.11913Joint Manifold Learning and Optimal Transport for Dynamic Imaging (2025)In Scale Space and Variational Methods in Computer Vision - 10th International Conference, SSVM 2025, Proceedings (pp. 400-411) (Lecture Notes in Computer Science; Vol. 15667 LNCS). Springer. Dummer, S., Vaish, P. & Brune, C.https://doi.org/10.1007/978-3-031-92366-1_31Neural Fields for Continuous Periodic Motion Estimation in 4D Cardiovascular Imaging (2025)In Statistical Atlases and Computational Models of the Heart. Workshop, CMRxRecon and MBAS Challenge Papers. - 15th International Workshop, STACOM 2024, Held in Conjunction with MICCAI 2024, Revised Selected Papers: 15th International Workshop, STACOM 2024, Held in Conjunction with MICCAI 2024, Marrakesh, Morocco, October 10, 2024, Revised Selected Papers (pp. 378-389) (Lecture Notes in Computer Science; Vol. 15448 LNCS). Springer (E-pub ahead of print/First online). Garzia, S., Rygiel, P., Dummer, S., Cademartiri, F., Celi, S. & Wolterink, J. M.https://doi.org/10.1007/978-3-031-87756-8_37
2024
RDA-INR: Riemannian Diffeomorphic Autoencoding via Implicit Neural Representations (2024)SIAM journal on imaging sciences, 17(4), 2302-2330. Dummer, S., Strisciuglio, N. & Brune, C.https://doi.org/10.1137/24M1644730Neural Fields for Continuous Periodic Motion Estimation in 4D Cardiovascular Imaging (2024)[Working paper › Preprint]. ArXiv.org. Garzia, S., Rygiel, P., Dummer, S., Cademartiri, F., Celi, S. & Wolterink, J. M.https://doi.org/10.48550/arXiv.2407.20728Rda-Inr: Riemannian Diffeomorphic Autoencoding Via Implicit Neural Representations (2024)[Contribution to conference › Poster] SIAM Conference on Imaging Science, IS 2024. Dummer, S., Strisciuglio, N. & Brune, C.
Research profiles
Courses academic year 2026/2027
Courses in the current academic year are added at the moment they are finalised in the Osiris system. Therefore it is possible that the list is not yet complete for the whole academic year.
Courses academic year 2025/2026
Address

University of Twente
Zilverling (building no. 11), room 2067
Hallenweg 19
7522 NH Enschede
Netherlands
University of Twente
Zilverling 2067
P.O. Box 217
7500 AE Enschede
Netherlands