Towards Longitudinal Characterization of Multiple Sclerosis Atrophy Employing SynthSeg Framework and Normative Modeling. - Pedro M. Gordaliza; Nataliia Molchanova; Maxence Wynen; Pietro Maggi; Alessandro Cagol; Cristina Granziera; Meritxell Bach Cuadra (LDTM/MMMI/ML4MHD/ML-CDS@MICCAI, 2024)

Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis. - Nataliia Molchanova; Alessandro Cagol; Pedro M. Gordaliza; Mario Ocampo-Pineda; Po-Jui Lu; Matthias Weigel; Xinjie Chen; Adrien Depeursinge; Cristina Granziera; Henning Müller; Meritxell Bach Cuadra (ISIC/iMIMIC/EARTH/DeCaF@MICCAI, 2024)

Explainability of AI Uncertainty: Application to Multiple Sclerosis Lesion Segmentation on MRI. - Nataliia Molchanova; Pedro M. Gordaliza; Alessandro Cagol; Mario Ocampo-Pineda; Po-Jui Lu; Matthias Weigel; Xinjie Chen; Erin S. Beck; Haris Tsagkas; Daniel S. Reich; Anna Stölting; Pietro Maggi; et al. (CoRR, 2025)

Benchmarking and Explaining Deep Learning Cortical Lesion MRI Segmentation in Multiple Sclerosis. - Nataliia Molchanova; Alessandro Cagol; Mario Ocampo-Pineda; Po-Jui Lu; Matthias Weigel; Xinjie Chen; Erin S. Beck; Charidimos Tsagkas; Daniel S. Reich; Colin Vanden Bulcke; Anna Stölting; Serena Borrelli; et al. (CoRR, 2025)