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
    • Isotopes of Calcium

  • Biochemistry, Genetics and Molecular Biology

    • Calcium

  • Computer Science

    • Deep Learning Method
    • Segmentation

Organisations

Publications

2025

Spatio-temporal artery analysis using geometric deep learning (2025)[Thesis › PhD Thesis - Research UT, graduation UT]. University of Twente. Alblas, D.https://doi.org/10.3990/1.9789036569088Steerable Anatomical Shape Synthesis with Implicit Neural Representations (2025)In Medical Image Computing and Computer Assisted Intervention , MICCAI 2025 - 28th International Conference, 2025, Proceedings (pp. 630-639) (Lecture Notes in Computer Science; Vol. 15962 LNCS). Springer. de Wilde, B., Rietberg, M. T., Lajoinie, G. & Wolterink, J. M.https://doi.org/10.1007/978-3-032-04947-6_60Consistent View Alignment Improves Foundation Models for 3D Medical Image Segmentation (2025)[Working paper › Preprint]. ArXiv.org. Vaish, P., Meister, F., Heimann, T., Brune, C. & Wolterink, J. M.https://doi.org/10.48550/arXiv.2509.13846Learning hemodynamic scalar fields on coronary artery meshes: A benchmark of geometric deep learning models (2025)Computers in biology and medicine, 195. Article 110477. Nannini, G., Suk, J., Rygiel, P., Saitta, S., Mariani, L., Maranga, R., Baggiano, A., Pontone, G., Wolterink, J. M. & Redaelli, A.https://doi.org/10.1016/j.compbiomed.2025.110477Pre-contoured Plate Fit Assessment for Acetabular Fractures (2025)Annals of biomedical engineering, 53(9), 2299-2308. Article 103111. van Veldhuizen, W. A., Assink, N., Schuurmann, R. C. L., Firoozabadi, R., ten Duis, K., de Vries, J. P. P. M., Wolterink, J. M. & IJpma, F. F. A.https://doi.org/10.1007/s10439-025-03760-9Anatomical characteristics are associated with aneurysm sac regression after endovascular repair (2025)Journal of vascular surgery (E-pub ahead of print/First online). van Rijswijk, R. E., Leeuwerke, S. J., Alblas, D., Geelkerken, R. H., Reijnen, M. M., Jebbink, E. G. & Wolterink, J. M.https://doi.org/10.1016/j.jvs.2025.07.045Wall Shear Stress Estimation in Abdominal Aortic Aneurysms: Towards Generalisable Neural Surrogate Models (2025)[Working paper › Preprint]. ArXiv.org. Rygiel, P., Suk, J., Brune, C., Yeung, K. K. & Wolterink, J. M.https://doi.org/10.48550/arXiv.2507.22817Multitask Deep Learning for Automated Detection of Endoleak at Digital Subtraction Angiography during Endovascular Aneurysm Repair (2025)Radiology: Artificial Intelligence, 7(4). Article e240392. Smorenburg, S. P. M., Hoksbergen, A. W. J., Yeung, K. K. & Wolterink, J. M.https://doi.org/10.1148/ryai.240392World of Forms: Deformable geometric templates for one-shot surface meshing in coronary CT angiography (2025)Medical image analysis, 103. Article 103582. van Herten, R. L. M., Lagogiannis, I., Wolterink, J. M., Bruns, S., Meulendijks, E. R., Dey, D., de Groot, J. R., Henriques, J. P., Planken, R. N., Saitta, S. & Išgum, I.https://doi.org/10.1016/j.media.2025.103582Geometric deep learning for local growth prediction on abdominal aortic aneurysm surfaces (2025)[Working paper › Preprint]. ArXiv.org. Alblas, D., Rygiel, P., Suk, J., Kappe, K. O., Hofman, M., Brune, C., Yeung, K. K. & Wolterink, J. M.https://doi.org/10.48550/arXiv.2506.08729

Research profiles

Address

University of Twente

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

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