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

    • Segmentation
    • Deep Learning

Organisations

Publications

2025

Developing 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.2501.09046SIRE: Scale-invariant, rotation-equivariant estimation of artery orientations using graph neural networks (2025)Medical image analysis, 101. Article 103467 (E-pub ahead of print/First online). 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 (E-pub ahead of print/First online). 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/s00464-024-11485-4Deep 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/s10151-024-03056-5NeRF-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.Quantitative aortic Na[18F]F positron emission tomography computed tomography as a tool to associate vascular calcification with major adverse cardiovascular events (2025)European journal of nuclear medicine and molecular imaging, 52, 501-509. Lieverse, T. G. F., van Praagh, G. D., Mulder, D. J., Lambers Heerspink, H. J., Wolterink, J. M. & Slart, R. H. J. A.https://doi.org/10.1007/s00259-024-06901-9

Research profiles

Address

University of Twente

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

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