Zilverling

dr. J.M. Wolterink (Jelmer)

Associate Professor
EEMCS-AM-MIA
Zilverling 2063
j.m.wolterink@utwente.nl
+31534895949
Business card

I obtained my PhD in 2017 at Utrecht University (UMC Utrecht) with a thesis entitled Machine learning based analysis of cardiovascular images. After postdocs in the quantitative image analysis group at UMC Utrecht and Amsterdam UMC, I started as an assistant professor in the Mathematics of Imaging & AI (MIA) group in Twente in March 2020. My research interests are in machine learning for medical image analysis, in particular generative models and geometric deep learning approaches.  

I have received a VENI from NWO TTW (2020) to work on Machine learning-based prediction of abdominal aortic aneurysm growth and rupture.

You can read an interview about me and my work on our 'Featured Scientists' website:

Expertise

  • Medicine and Dentistry

    • Learning
    • Patient
    • Coronary Artery
    • Computed Tomography Angiography
    • Abdominal Aortic Aneurysm
    • Isotopes of Calcium

  • Computer Science

    • Deep Learning Method
    • Neural Representation

Organisations

Publications

2026

GReAT: Leveraging Geometric Artery Data to Improve Wall Shear Stress Assessment (2026)In Shape in Medical Imaging: International Workshop, ShapeMI 2025, Held in Conjunction with MICCAI 2025, Daejeon, South Korea, September 23, 2025, Proceedings (pp. 277-291) (Lecture Notes in Computer Science; Vol. 16171). Springer. Suk, J., Wentzel, J. J., Rygiel, P., Daemen, J., Rueckert, D. & Wolterink, J. M.https://doi.org/10.1007/978-3-032-06774-6_21Symmetry in the Wild: The Role of Equivariance in Neural Fluid Surrogates (2026)[Working paper › Preprint]. ArXiv.org. Rygiel, P., Suk, J., Yeung, K. K., Brune, C. & Wolterink, J. M.https://doi.org/10.48550/arXiv.2605.18816Physics-informed graph neural networks for flow field estimation in carotid arteries (2026)Medical image analysis, 110. Article 103974. Suk, J., Alblas, D., Hutten, B. A., Wiegman, A., Brune, C., van Ooij, P. & Wolterink, J. M.https://doi.org/10.1016/j.media.2026.103974Radiographic evaluation of the psoas and iliopsoas muscle as predictors for spinal cord ischemia after fenestrated and branched endovascular aortic repair (2026)Journal of vascular surgery (E-pub ahead of print/First online). Kappe, K. O., Meekel, J. P., Kölbel, T., Nana, P., Panuccio, G., Engel, J., Wolterink, J. M., Jongkind, V. & Yeung, K. K.https://doi.org/10.1016/j.jvs.2026.03.628Neural network surrogates for musculoskeletal models: An application to implant alignment in total knee arthroplasty (2026)Journal of biomechanics, 198. Article 113214. ten Klooster, L., Tzanetis, P., Janssen, D., Bitter, T. & Wolterink, J. M.https://doi.org/10.1016/j.jbiomech.2026.113214SegReg: Latent Space Regularization for Improved Medical Image Segmentation (2026)[Working paper › Preprint]. ArXiv.org (Submitted). Vaish, M., Ranem, A., Meister, F., Heimann, T., Brune, C. & Wolterink, J. M.https://doi.org/10.48550/arXiv.2602.23509Feasibility of tomographic freehand three-dimensional ultrasound for surveillance of abdominal aortic aneurysms after endovascular repair (2026)Vascular, 34(1), 69-78. van Rijswijk, R. E., Everink, S. R. T., Wolterink, J. M., Reijnen, M. M. P. J. & Groot Jebbink, E.https://doi.org/10.1177/17085381251327171Geometric deep learning for local growth prediction on abdominal aortic aneurysm surfaces (2026)Artificial intelligence in medicine, 172. Article 103323. Alblas, D., Rygiel, P., Suk, J., Kappe, K. O., Hofman, M., Brune, C., Yeung, K. K. & Wolterink, J. M.https://doi.org/10.1016/j.artmed.2025.103323A Standard Operating Procedure for Protein Extraction From Abdominal Aortic Aneurysm Tissue: Enhancing Proteomics Applications (2026)Proteomics - Clinical Applications, 20(1). Article e70030. Baltazar, T., Trindade, F., Nogueira-Ferreira, R., Vitorino, R., Ferreira, R., Domingues, P., Leite-Moreira, A., Dias-Neto, M., Yeung, K. K., Jongkind, V., Rijken, L., Zwetsloot, S., Ayyalasomayajula, V., Smorenburg, S., Wolterink, J., Marquering, H., Išgum, I., Ploem, C., Catarinella, F., … Delewi, R.https://doi.org/10.1002/prca.70030Beyond Pixels: Medical Image Quality Assessment with Implicit Neural Representations (2026)In Machine Learning in Medical Imaging: 16th International Workshop, MLMI 2025, Held in Conjunction with MICCAI 2025, Daejeon, South Korea, September 23, 2025, Proceedings (pp. 359-368) (Lecture Notes in Computer Science; Vol. 16241). Springer. Özer, C., Rygiel, P., de Wilde, B., Öksüz, I. & Wolterink, J. M.https://doi.org/10.1007/978-3-032-09513-8_35

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

Courses academic year 2024/2025

Address

University of Twente

Zilverling (building no. 11), room 2063
Hallenweg 19
7522 NH Enschede
Netherlands

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