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

  • Biochemistry, Genetics and Molecular Biology

    • Calcium

Organisations

Publications

2026

Feasibility of tomographic freehand three-dimensional ultrasound for surveillance of abdominal aortic aneurysms after endovascular repair (2026)Vascular, 34(1). 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.70030Steerable Anatomical Shape Synthesis with Implicit Neural Representations (2026)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_60

2025

Digital superphantoms for in silico thyroid nodule photoacoustics imaging (2025)In Opto-Acoustic Methods and Applications in Biophotonics VII: Proceedings volume 13938 European Conferences on Biomedical Optics, 22-26 June 2025. Article 1393810 (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; Vol. 13938). SPIE. Rietberg, M., de Wilde, B., Wolterink, J. M. & Manohar, S.https://doi.org/10.1117/12.3098251Towards optimized abdominal aortic aneurysm care: Prediction of sac regression & 3D ultrasound (2025)[Thesis › PhD Thesis - Research external, graduation UT]. University of Twente. van Rijswijk, R. E.https://doi.org/10.3990/1.9789036569606A deep learning model to reduce agent dose for contrast-enhanced MRI of the cerebellopontine angle cistern (2025)European radiology (E-pub ahead of print/First online). Chen, Y., Weber, R. A., Neve, O. M., Romeijn, S. R., Hensen, E. F., Wolterink, J. M., Tao, Q., Staring, M. & Verbist, B. M.https://doi.org/10.1007/s00330-025-12187-8Anatomical characteristics are associated with aneurysm sac regression after endovascular repair (2025)Journal of vascular surgery, 82(6), 2023-2035. 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.2025.07.045Artificial intelligence-based decision support systems and their role in vascular surgery and clinical practice (2025)The Journal of Cardiovascular Surgery, 66(6), 489-506. Ayyalasomayajula, V., Veen, K. M., Wolterink, J. M., Smit, N., Jessen, R., Ploem, C. & Yeung, K. K.https://doi.org/10.23736/S0021-9509.25.13491-5Task based evaluation of sparse view CT reconstruction techniques for intracranial hemorrhage diagnosis using an AI observer model (2025)Scientific reports, 15(1). Article 26002. Tivnan, M., Kikkert, I. D., Wu, D., Yang, K., Wolterink, J. M., Li, Q. & Gupta, R.https://doi.org/10.1038/s41598-025-11089-5

Research profiles

Address

University of Twente

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

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