Dr. J.M. Wolterink | People Pages: Find employees & contact details | University of Twente

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

Computer Science
- Deep Learning Method
- Convolutional Neural Network
- Implicit Neural Representation
- Image Segmentation
- Distance Function
- Signed Distance
- Neural Network
Medicine and Dentistry
- Computed Tomography Angiography

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_21Opening the third dimension: Computer vision and deep learning in surgery with depth imaging (2026)[Thesis › PhD Thesis - Research UT, graduation UT]. University of Twente. Gerats, B.https://doi.org/10.3990/1.9789036572095Aleatoric uncertainty in accelerated prostate MRI reconstruction: Echo-train dropout versus Gaussian noise Monte Carlo sampling (2026)Magnetic resonance materials in physics, biology and medicine (E-pub ahead of print/First online). van Lohuizen, Q., Fransen, S. J., Huisman, H., Wolterink, J. M., Kwee, T. C., Yakar, D. & Simonis, F. F. J.https://doi.org/10.1007/s10334-026-01369-0Symmetry 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.2026.103974A Unified Deep Learning Workflow For Temporal Bone Segmentation Of Petrosum Ct-Scans For Ear Canal Wall Implant Research (2026)[Contribution to conference › Poster] TechMed Research Day 2026. Perez y Perez, J., Halfwerk, F. R., Wolterink, J. M. & van der Beek, F.Radiographic 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/10.1177/17085381251327171

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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