Sector-Switching Sonication Strategy for Accelerated HIFU Treatment of Prostate Cancer: In Vitro Experimental Validation. - Lorena Petrusca; Rares Salomir; Lucie Brasset; Françoise Chavrier; François Cotton; Jean-Yves Chapelon (IEEE Trans. Biomed. Eng., 2010)

Implementation of an Absolute Brain $^{1}$H-MRS Quantification Method to Assess Different Tissue Alterations in Multiple Sclerosis. - Matthieu Bagory; Françoise Durand-Dubief; Danielle Ibarrola; Jean-Christophe Comte; François Cotton; Christian Confavreux; Dominique Sappey-Marinier (IEEE Trans. Biomed. Eng., 2012)

A longitudinal model for variations detection in white matter fiber-bundles. - Claudio Stamile; Gabriel Kocevar; François Cotton; Salem Hannoun; Françoise Durand-Dubief; Carole Frindel; David Rousseau; Dominique Sappey-Marinier (IWSSIP, 2015)

White Matter Fiber-Bundle Analysis Using Non-negative Tensor Factorization. - Claudio Stamile; François Cotton; Frederik Maes; Dominique Sappey-Marinier; Sabine Van Huffel (ICIAR, 2016)

Classification of multiple sclerosis lesion evolution patterns a study based on unsupervised clustering of asynchronous time-series. - Simon Mure; Thomas Grenier; Charles R. G. Guttmann; François Cotton; Hugues Benoit-Cattin (ISBI, 2016)

Longitudinal Neuroimaging Analysis Using Non-Negative Matrix Factorization. - Claudio Stamile; François Cotton; Dominique Sappey-Marinier; Sabine Van Huffel (SITIS, 2016)

A genetic algorithm-based model for longitudinal changes detection in white matter fiber-bundles of patient with multiple sclerosis. - Claudio Stamile; Gabriel Kocevar; François Cotton; Dominique Sappey-Marinier (Comput. Biol. Medicine, 2017)

Multiparametric Non-Negative Matrix Factorization for Longitudinal Variations Detection in White-Matter Fiber Bundles. - Claudio Stamile; Gabriel Kocevar; François Cotton; Frederik Maes; Dominique Sappey-Marinier; Sabine Van Huffel (IEEE J. Biomed. Health Informatics, 2017)

Tensor Based Blind Source Separation in Longitudinal Magnetic Resonance Imaging Analysis. - Claudio Stamile; François Cotton; Dominique Sappey-Marinier; Sabine Van Huffel (EMBC, 2019)

Constrained Tensor Decomposition for Longitudinal Analysis of Diffusion Imaging Data. - Claudio Stamile; François Cotton; Dominique Sappey-Marinier; Sabine Van Huffel (IEEE J. Biomed. Health Informatics, 2020)

A More Interpretable Classifier For Multiple Sclerosis. - Valentine Wargnier-Dauchelle; Thomas Grenier; Françoise Durand-Dubief; François Cotton; Michaël Sdika (ISBI, 2021)

Multiple sclerosis lesions segmentation from multiple experts: The MICCAI 2016 challenge dataset. - Olivier Commowick; Michaël Kain; Romain Casey; Roxana Ameli; Jean-Christophe Ferré; Anne Kerbrat; Thomas Tourdias; Frédéric Cervenansky; Sorina Camarasu-Pop; Tristan Glatard; Sandra Vukusic; Gilles Edan; et al. (NeuroImage, 2021)

A Weakly Supervised Gradient Attribution Constraint for Interpretable Classification and Anomaly Detection. - Valentine Wargnier-Dauchelle; Thomas Grenier; Françoise Durand-Dubief; François Cotton; Michaël Sdika (IEEE Trans. Medical Imaging, 2023)

Explainable monotonic networks and constrained learning for interpretable classification and weakly supervised anomaly detection. - Valentine Wargnier-Dauchelle; Thomas Grenier; Françoise Durand-Dubief; François Cotton; Michaël Sdika (Pattern Recognit., 2025)