Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
562-04-002 ISMRM Abstract

Implicit neural representations for IVIM parameter estimation: application to Wilms Tumors

Primary: Diffusion - IVIM
Secondary: Pediatrics - Cancer
562-04-002 · AI/DL in Pediatrics · Wednesday, 13 May, 2:35 PM–3:30 PM · Digital Posters Row C
Keywords: IVIM Diffusion-weighted MRI Self-supevised learning Deep-learning Kidney cancer
Accepted
Gerrit C Arends 1, Joris Harbers2, Tom Hendriks3, Maxime Chamberland3, Frank F Simonis4, Dennis Klomp5, Matthijs Fitski2, Annemieke Littooij2,6, Chantal Tax1,7
1Center for Image Sciences, University Medical Center Utrecht, Utrecht, Netherlands
2Department of Pediatric Surgery, Princes Máxima Center for Pediatric Oncology, Netherlands
3Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, Netherlands
4Multi-Modality Medical Imaging, University of Twente, Enschede, Netherlands
5Precision Imaging Group, Department of Radiology, University Medical Center Utrecht, Utrecht, Netherlands
6Department of Radiology and Nuclear Medicine, University Medical Center Utrecht, Utrecht, Netherlands
7Cardiff University Brain Research Imaging Centre (CUBRIC), Cardiff University, Cardiff, United Kingdom
Presenting Author: Gerrit C Arends

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References

1. Salzillo, C. et al. Curr Oncol Rep, 2025;27(3):211-224. https://doi.org/10.1007/s11912-025-01644-8 [doi]
2. Littooij, A. S. et al. J Magn Reson Imaging, 2017, 45, 1316–1324. https://doi.org/10.1002/jmri.25506 [doi]
3. van der Beek, J. N. et al. Eur Radiol, 2024, 35, 652–663. https://doi.org/10.1007/s00330-024-10959-2 [doi]
4. Le Bihan, D. et al. Radiology, 1986, 161 (2), 401–407. https://doi.org/10.1148/radiology.161.2.3763909 [doi]
5. Rogers, H. J. et al. Magn Reson Mater Phy, 2021, 34, 261–271. https://doi.org/10.1007/s10334-020-00862-4 [doi]
6. Hendriks, T. et al. arXiv, 2025, preprint. https://doi.org/10.48550/arXiv.2506.15762 [doi]
7. T. Hendriks et al. (2025), Imaging Neuroscience; 3: imag_a_00501. https://doi.org/10.1162/imag_a_00501 [doi]
8. Littooij, A. S. et al. Pediatr Radiol, 2015, 45, 1651–1660. https://doi.org/10.1007/s00247-015-3354-4 [doi]
9. Kaandorp, M. P. T. et al. Magn Reson Med, 2023, 90 (1), 312–328. https://doi.org/10.1002/mrm.29628 [doi]
10. Jalnefjord O et al., MAGMA, 2018; 31(6):715–723. https://doi.org/10.1007/s10334-018-0697-5 [doi]
11. [Kaandorp, MPT. et al. Magn Reson Med, 2021, 86: 2250–2265. https://doi.org/10.1002/mrm.28852 [doi]

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http://echo.ismrm.org/p/ISMRM2026/562-04-002