Expertises

  • Engineering

    • Defocus Blur
    • Large Deformation
    • Metrics
    • Motion Estimation
    • Periodic Motion
    • Vector Field
  • Mathematics

    • Riemannian Geometry
    • Mean-Variance

Organisaties

Publicaties

2026

Deep 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.Generative modeling of living cells with SO(3)-equivariant implicit neural representations (2024)Medical image analysis, 91. Article 102991. Wiesner, D., Suk, J., Dummer, S., Nečasová, T., Ulman, V., Svoboda, D. & Wolterink, J. M.https://doi.org/10.1016/j.media.2023.102991

Onderzoeksprofielen

Vakken collegejaar 2025/2026

Vakken in het huidig collegejaar worden toegevoegd op het moment dat zij definitief zijn in het Osiris systeem. Daarom kan het zijn dat de lijst nog niet compleet is voor het gehele collegejaar.

Vakken collegejaar 2024/2025

Adres

Universiteit Twente

Zilverling (gebouwnr. 11), kamer 2067
Hallenweg 19
7522 NH Enschede

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Universiteit Twente

Zilverling (gebouwnr. 11), kamer 2110
Hallenweg 19
7522 NH Enschede

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Organisaties

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