dr. J.M. Wolterink (Jelmer)

Assistant 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

2024
Machine Learning Based Prediction of Post-operative Infrarenal Endograft Apposition for Abdominal Aortic Aneurysms (E-pub ahead of print/First online). Veldhuizen, W. A. v., Vries, J.-P. P. M. d., Tuinstra, A., Zuidema, R., IJpma, F. F. A., Wolterink, J. M., Schuurmann, R. C. L., Antoniou, G. A., Balm, R., Kropman, R. H. J. & Sambeek, M. R. H. M. v.https://doi.org/10.1016/j.ejvs.2024.07.003Automated multiclass segmentation, quantification, and visualization of the diseased aorta on hybrid PET/CT–SEQUOIA, 4297-4310. van Praagh, G. D., Nienhuis, P. H., Reijrink, M., Davidse, M. E. J., Duff, L. M., Spottiswoode, B. S., Mulder, D. J., Prakken, N. H. J., Scarsbrook, A. F., Morgan, A. W., Tsoumpas, C., Wolterink, J. M., Mouridsen, K. B., Borra, R. J. H., Sinha, B. & Slart, R. H. J. A.https://doi.org/10.1002/mp.16967Mesh neural networks for SE(3)-equivariant hemodynamics estimation on the artery wall, Article 108328. Suk, J., de Haan, P., Lippe, P., Brune, C. & Wolterink, J. M.https://doi.org/10.1016/j.compbiomed.2024.108328Increased Intracranial Arterial Pulsatility and Microvascular Brain Damage in Pseudoxanthoma Elasticum, 386-392. Bartstra, J. W., van den Beukel, T., Kranenburg, G., Geurts, L. J., den Harder, A. M., Witkamp, T., Wolterink, J. M., Zwanenburg, J. J. M., van Valen, E., Koek, H. L., Mali, W. P. T. M., de Jong, P. A., Hendrikse, J. & Spiering, W.https://doi.org/10.3174/ajnr.A8212Global Control for Local SO(3)-Equivariant Scale-Invariant Vessel Segmentation. ArXiv.org. Rygiel, P., Alblas, D., Brune, C., Yeung, K. K. & Wolterink, J. M.https://doi.org/10.48550/arXiv.2403.15314CoNeS: Conditional neural fields with shift modulation for multi-sequence MRI translation. Chen, Y., Staring, M., Neve, O. M., Romeijn, S. R., Hensen, E. F., Verbist, B. M., Wolterink, J. M. & Tao, Q.https://doi.org/10.59275/j.melba.2024-d61gGenerative modeling of living cells with SO(3)-equivariant implicit neural representations, Article 102991. Wiesner, D., Suk, J., Dummer, S., Nečasová, T., Ulman, V., Svoboda, D. & Wolterink, J. M.https://doi.org/10.1016/j.media.2023.102991
2023
Quantifying white matter hyperintensity and brain volumes in heterogeneous clinical and low-field portable MRI. ArXiv.org. Laso, P., Cerri, S., Sorby-Adams, A., Guo, J., Mateen, F., Goebl, P., Wu, J., Liu, P., Li, H., Young, S. I., Billot, B., Puonti, O., Sze, G., Payabavash, S., DeHavenon, A., Sheth, K. N., Rosen, M. S., Kirsch, J., Strisciuglio, N., … Iglesias, J. E.https://doi.org/10.48550/arXiv.2312.05119Deep Learning–Based Intraoperative Stent Graft Segmentation on Completion Digital Subtraction Angiography During Endovascular Aneurysm Repair, 822-827. Kappe, K. O., Smorenburg, S. P. M., Hoksbergen, A. W. J., Wolterink, J. M. & Yeung, K. K.https://doi.org/10.1177/15266028221105840Recent Developments in Speeding up Prostate MRI (E-pub ahead of print/First online). Mir, N., Fransen, S. J., Wolterink, J. M., Fütterer, J. J. & Simonis, F. F. J.https://doi.org/10.1002/jmri.29108

Research profiles

Address

University of Twente

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

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