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Picture for Jeroen Bertels

On the relationship between calibrated predictors and unbiased volume estimation


Dec 23, 2021
Teodora Popordanoska, Jeroen Bertels, Dirk Vandermeulen, Frederik Maes, Matthew B. Blaschko

* Published at MICCAI 2021 

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Explainable-by-design Semi-Supervised Representation Learning for COVID-19 Diagnosis from CT Imaging


Dec 02, 2020
Abel Díaz Berenguer, Hichem Sahli, Boris Joukovsky, Maryna Kvasnytsia, Ine Dirks, Mitchel Alioscha-Perez, Nikos Deligiannis, Panagiotis Gonidakis, Sebastián Amador Sánchez, Redona Brahimetaj, Evgenia Papavasileiou, Jonathan Cheung-Wai Chana, Fei Li, Shangzhen Song, Yixin Yang, Sofie Tilborghs, Siri Willems, Tom Eelbode, Jeroen Bertels, Dirk Vandermeulen, Frederik Maes, Paul Suetens, Lucas Fidon, Tom Vercauteren, David Robben, Arne Brys, Dirk Smeets, Bart Ilsen, Nico Buls, Nina Watté, Johan de Mey, Annemiek Snoeckx, Paul M. Parizel, Julien Guiot, Louis Deprez, Paul Meunier, Stefaan Gryspeerdt, Kristof De Smet, Bart Jansen, Jef Vandemeulebroucke


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Optimization for Medical Image Segmentation: Theory and Practice when evaluating with Dice Score or Jaccard Index


Oct 26, 2020
Tom Eelbode, Jeroen Bertels, Maxim Berman, Dirk Vandermeulen, Frederik Maes, Raf Bisschops, Matthew B. Blaschko

* 15 pages, 14 figures, accepted for publication in IEEE Transactions on Medical Imaging (2020) 

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Comparative study of deep learning methods for the automatic segmentation of lung, lesion and lesion type in CT scans of COVID-19 patients


Aug 21, 2020
Sofie Tilborghs, Ine Dirks, Lucas Fidon, Siri Willems, Tom Eelbode, Jeroen Bertels, Bart Ilsen, Arne Brys, Adriana Dubbeldam, Nico Buls, Panagiotis Gonidakis, Sebastián Amador Sánchez, Annemiek Snoeckx, Paul M. Parizel, Johan de Mey, Dirk Vandermeulen, Tom Vercauteren, David Robben, Dirk Smeets, Frederik Maes, Jef Vandemeulebroucke, Paul Suetens

* Updated acknowledgments 

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Optimization with soft Dice can lead to a volumetric bias


Nov 06, 2019
Jeroen Bertels, David Robben, Dirk Vandermeulen, Paul Suetens

* BrainLes Workshop - MICCAI 2019 

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Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & Practice


Nov 05, 2019
Jeroen Bertels, Tom Eelbode, Maxim Berman, Dirk Vandermeulen, Frederik Maes, Raf Bisschops, Matthew Blaschko

* LNCS 11765, Springer Nature Switzerland AG 2019 
* MICCAI 2019 

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