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Jeroen Bertels
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Optimizing the dice score and jaccard index for medical image segmentation: Theory and practice
J Bertels, T Eelbode, M Berman, D Vandermeulen, F Maes, R Bisschops, ...
Medical Image Computing and Computer Assisted Intervention–MICCAI 2019: 22nd …, 2019
1872019
Optimization for medical image segmentation: theory and practice when evaluating with dice score or jaccard index
T Eelbode, J Bertels, M Berman, D Vandermeulen, F Maes, R Bisschops, ...
IEEE Transactions on Medical Imaging 39 (11), 3679-3690, 2020
1302020
Whole liver segmentation based on deep learning and manual adjustment for clinical use in SIRT
X Tang, E Jafargholi Rangraz, W Coudyzer, J Bertels, D Robben, ...
European journal of nuclear medicine and molecular imaging 47, 2742-2752, 2020
342020
Towards fully automated third molar development staging in panoramic radiographs
N Banar, J Bertels, F Laurent, RM Boedi, J De Tobel, P Thevissen, ...
International Journal of Legal Medicine 134, 1831-1841, 2020
312020
Effect of lower third molar segmentations on automated tooth development staging using a convolutional neural network
R Merdietio Boedi, N Banar, J De Tobel, J Bertels, D Vandermeulen, ...
Journal of Forensic Sciences 65 (2), 481-486, 2020
312020
Optimization with soft dice can lead to a volumetric bias
J Bertels, D Robben, D Vandermeulen, P Suetens
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries …, 2020
232020
Comparative study of deep learning methods for the automatic segmentation of lung, lesion and lesion type in CT scans of COVID-19 patients
S Tilborghs, I Dirks, L Fidon, S Willems, T Eelbode, J Bertels, B Ilsen, ...
arXiv preprint arXiv:2007.15546, 2020
222020
Contra-lateral information CNN for core lesion segmentation based on native CTP in acute stroke
J Bertels, D Robben, D Vandermeulen, P Suetens
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries …, 2019
152019
Post training uncertainty calibration of deep networks for medical image segmentation
AJ Rousseau, T Becker, J Bertels, MB Blaschko, D Valkenborg
2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 1052-1056, 2021
132021
Theoretical analysis and experimental validation of volume bias of soft Dice optimized segmentation maps in the context of inherent uncertainty
J Bertels, D Robben, D Vandermeulen, P Suetens
Medical Image Analysis 67, 101833, 2021
112021
Explainable-by-design semi-supervised representation learning for covid-19 diagnosis from ct imaging
AD Berenguer, H Sahli, B Joukovsky, M Kvasnytsia, I Dirks, ...
arXiv preprint arXiv:2011.11719, 2020
82020
DeepVoxNet: voxel‐wise prediction for 3D images
D Robben, J Bertels, S Willems, D Vandermeulen, F Maes, P Suetens
62018
International Conference on Medical Image Computing and Computer-Assisted Intervention
J Bertels, T Eelbode, M Berman, D Vandermeulen, F Maes, R Bisschops, ...
52019
On the relationship between calibrated predictors and unbiased volume estimation
T Popordanoska, J Bertels, D Vandermeulen, F Maes, MB Blaschko
Medical Image Computing and Computer Assisted Intervention–MICCAI 2021: 24th …, 2021
42021
Cross-modal distillation to improve MRI-based brain tumor segmentation with missing MRI sequences
M Rahimpour, J Bertels, A Radwan, H Vandermeulen, S Sunaert, ...
IEEE Transactions on Biomedical Engineering 69 (7), 2153-2164, 2021
32021
Improving T1w MRI-based brain tumor segmentation using cross-modal distillation
M Rahimpour, J Bertels, D Vandermeulen, F Maes, K Goffin, M Koole
Medical Imaging 2021: Image Processing 11596, 261-268, 2021
32021
Automated breast cancer risk estimation on routine CT thorax scans by deep learning segmentation
S De Buck, J Bertels, C Vanbilsen, T Dewaele, C Van Ongeval, ...
Medical Imaging 2020: Computer-Aided Diagnosis 11314, 494-499, 2020
22020
DeepVoxNet2: Yet another CNN framework
J Bertels, D Robben, R Lemmens, D Vandermeulen
arXiv preprint arXiv:2211.09569, 2022
2022
Convolutional neural networks for medical image segmentation
J Bertels, D Robben, R Lemmens, D Vandermeulen
arXiv preprint arXiv:2211.09562, 2022
2022
Final infarct prediction in acute ischemic stroke
J Bertels, D Robben, D Vandermeulen, R Lemmens
arXiv preprint arXiv:2211.04850, 2022
2022
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Artikelen 1–20