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

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
- Segmentation
- Deep Learning

Organisations

Publications

2025

SIRE: Scale-invariant, rotation-equivariant estimation of artery orientations using graph neural networks (2025)Medical image analysis, 101. Article 103467. Alblas, D., Suk, J., Brune, C., Yeung, K. K. & Wolterink, J. M.https://doi.org/10.1016/j.media.2025.103467Deep learning-based pelvimetry in pelvic MRI volumes for pre-operative difficulty assessment of total mesorectal excision (2025)Surgical endoscopy, 39(3), 1536-1543. Baltus, S. C., Geitenbeek, R. T. J., Frieben, M., Thibeau-Sutre, E., Wolterink, J. M., Tan, C. O., Vermeulen, M. C., Consten, E. C. J. & Broeders, I. A. M. J.https://doi.org/10.1007/s00464-024-11485-4Developing Trustworthy Artificial Intelligence Models to Predict Vascular Disease Progression: the VASCUL-AID-RETRO Study Protocol (2025)Journal of Endovascular Therapy (E-pub ahead of print/First online). Rijken, L., Zwetsloot, S., Smorenburg, S., Wolterink, J., Išgum, I., Marquering, H., van Duivenvoorde, J., Ploem, C., Jessen, R., Catarinella, F., Lee, R., Bera, K., Buisan, J., Zhang, P., Dias-Neto, M., Raffort, J., Lareyre, F., Muller, C., Koncar, I., … Yeung, K. K.https://doi.org/10.1177/15266028251313963Multimodal Artificial Intelligence Model for Prediction of Abdominal Aortic Aneurysm Shrinkage After Endovascular Repair ( the ART in EVAR study) (2025)Journal of Endovascular Therapy (E-pub ahead of print/First online). van Rijswijk, R. E., Bogdanovic, M., Roy, J., Yeung, K. K., Zeebregts, C. J., Geelkerken, R. H., Jebbink, E. G., Wolterink, J. M. & Reijnen, M. M. P. J.https://doi.org/10.1177/15266028251314359Waveform-Specific Performance of Deep Learning-Based Super-Resolution for Ultrasound Contrast Imaging (2025)IEEE transactions on ultrasonics, ferroelectrics and frequency control (E-pub ahead of print/First online). Zorgdrager, R., Blanken, N., Wolterink, J. M., Versluis, M. & Lajoinie, G.https://doi.org/10.1109/TUFFC.2025.3537298Learning Hemodynamic Scalar Fields on Coronary Artery Meshes: A Benchmark of Geometric Deep Learning Models (2025)[Working paper › Preprint]. ArXiv.org. Nannini, G., Suk, J., Rygiel, P., Saitta, S., Mariani, L., Maragna, R., Baggiano, A., Pontone, G., Wolterink, J. M. & Redaelli, A.https://doi.org/10.48550/arXiv.2501.09046Deep learning for segmentation of colorectal carcinomas on endoscopic ultrasound (2025)Techniques in coloproctology, 29(1). Article 20. Noort, F. v. d., ter Borg, F., Guitink, A., Faber, J. & Wolterink, J. M.https://doi.org/10.1007/s10151-024-03056-5Feasibility of tomographic freehand three-dimensional ultrasound for surveillance of abdominal aortic aneurysms after endovascular repair (2025)Vascular (Accepted/In press). van Rijswijk, R. E., Everink, S. R. T., Wolterink, J. M., Reijnen, M. M. P. J. & Groot Jebbink, E.https://doi.org/10.1177/17085381251327171NeRF-OR: neural radiance fields for operating room scene reconstruction from sparse-view RGB-D videos (2025)International journal of computer assisted radiology and surgery, 20, 147-156. Gerats, B. G. A., Wolterink, J. M. & Broeders, I. A. M. J.https://doi.org/10.1007/s11548-024-03261-5Preface (2025)In 9th International Workshop on Simulation and Synthesis in Medical Imaging, SASHIMI 2024, held in conjunction with the 27th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2024 (pp. v) (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). Fernandez, V., Wolterink, J. M., Wiesner, D., Remedios, S., Zuo, L. & Casamitjana, A.

Research profiles

Courses academic year 2024/2025

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 2023/2024

Address

University of Twente

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

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Expertise

Medicine and Dentistry

Biochemistry, Genetics and Molecular Biology

Computer Science

Organisations

Publications

2025

Research profiles

Courses academic year 2024/2025

Courses academic year 2023/2024

Address

University of Twente

University of Twente

Organisations