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An anatomically-informed 3D CNN for brain aneurysm classification with weak labels

Nov 27, 2020
Tommaso Di Noto, Guillaume Marie, Sébastien Tourbier, Yasser Alemán-Gómez, Guillaume Saliou, Meritxell Bach Cuadra, Patric Hagmann, Jonas Richiardi

* 11 pages, 2 figures, Paper accepted at the "Machine Learning in Clinical Neuroimaging" (MLCN) MICCAI workshop 2020 (https://mlcnws.com/

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A comparison of automatic multi-tissue segmentation methods of the human fetal brain using the FeTA Dataset

Oct 29, 2020
Kelly Payette, Priscille de Dumast, Hamza Kebiri, Ivan Ezhov, Johannes C. Paetzold, Suprosanna Shit, Asim Iqbal, Romesa Khan, Raimund Kottke, Patrice Grehten, Hui Ji, Levente Lanczi, Marianna Nagy, Monika Beresova, Thi Dao Nguyen, Giancarlo Natalucci, Theofanis Karayannis, Bjoern Menze, Meritxell Bach Cuadra, Andras Jakab

* Paper currently under review 

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Segmentation of the cortical plate in fetal brain MRI with a topological loss

Oct 23, 2020
Priscille de Dumast, Hamza Kebiri, Chirine Atat, Vincent Dunet, Mériam Koob, Meritxell Bach Cuadra

* 4 pages, 4 figures. This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Automated Detection of Cortical Lesions in Multiple Sclerosis Patients with 7T MRI

Aug 15, 2020
Francesco La Rosa, Erin S Beck, Ahmed Abdulkadir, Jean-Philippe Thiran, Daniel S Reich, Pascal Sati, Meritxell Bach Cuadra

* Accepted to MICCAI 2020 

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Shallow vs deep learning architectures for white matter lesion segmentation in the early stages of multiple sclerosis

Sep 10, 2018
Francesco La Rosa, Mário João Fartaria, Tobias Kober, Jonas Richiardi, Cristina Granziera, Jean-Philippe Thiran, Meritxell Bach Cuadra

* Accepted to the MICCAI 2018 Brain Lesion (BrainLes) workshop 

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