Welcome...

dr. J.M. Wolterink (Jelmer)

Assistant Professor

About Me

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 & Life Sciences
Calcium
Computed Tomography Angiography
Coronary Vessels
Deep Learning
Engineering & Materials Science
Angiography
Calcium
Convolutional Neural Networks
Deep Learning

Publications

Recent
Thibeau-Sutre, E. , Alblas, D., Buurman, S. , Brune, C. , & Wolterink, J. M. (Accepted/In press). Uncertainty-based quality assurance of carotid artery segmentation. In Uncertainty for Safe Utilization of Machine Learning in Medical Imaging (UNSURE)
van Veldhuizen, W. A., van der Wel, H., Kuipers, H. Y., Kraeima, J., ten Duis, K. , Wolterink, J. M., de Vries, J. P. P. M. , Schuurmann, R. C. L., & IJpma, F. F. A. (2023). Development of a Statistical Shape Model and Assessment of Anatomical Shape Variations in the Hemipelvis. Journal of Clinical Medicine, 12(11), [3767]. https://doi.org/10.3390/jcm12113767
Thibeau-Sutre, E. , Wolterink, J. M., Colliot, O., & Burgos, N. (2023). How Can Data Augmentation Improve Attribution Maps for Disease Subtype Explainability? In O. Colliot, & I. Isgum (Eds.), SPIE Medical Imaging 2023: Image Processing [1246424] SPIE. https://doi.org/10.1117/12.2653809
van Veldhuizen, W. A. , Schuurmann, R. C. L., Zuidema, R., Geraedts, A. C. M., IJpma, F. F. A., Kropman, R. H. J., Antoniou, G. A., van Sambeek, M. R. H. M., Balm, R. , Wolterink, J. M., & de Vries, J. P. P. M. (2023). A Statistical Shape Model of Infrarenal Aortic Necks in Patients With and Without Late Type Ia Endoleak After Endovascular Aneurysm Repair. Journal of Endovascular Therapy. https://doi.org/10.1177/15266028221149913
Alblas, D. , Brune, C., Yeung, K. K. , & Wolterink, J. M. (Accepted/In press). Going Off-Grid: Continuous Implicit Neural Representations for 3D Vascular Modeling. 79-90. Paper presented at 13th Workshop of Statistical Atlases and Computational Modeling of the Heart, STACOM 2022, Singapore, Singapore. https://doi.org/10.1007/978-3-031-23443-9_8

UT Research Information System

Google Scholar Link

Contact Details

Visiting Address

University of Twente
Faculty of Electrical Engineering, Mathematics and Computer Science
Zilverling (building no. 11), room 2063
Hallenweg 19
7522NH  Enschede
The Netherlands

Navigate to location

Mailing Address

University of Twente
Faculty of Electrical Engineering, Mathematics and Computer Science
Zilverling  2063
P.O. Box 217
7500 AE Enschede
The Netherlands