Towards informative uncertainty measures for MRI segmentation in clinical practice : application to multiple sclerosis
2023
Détails
Titre
Towards informative uncertainty measures for MRI segmentation in clinical practice : application to multiple sclerosis
Auteur(s)/ trice(s)
Molchanova, Nataliia (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; Radiology department, Lausanne University Hospital (CHUV) , Lausanne, Switzerland ; Doctoral School of the Faculty of Biology and Medicine, University of Lausanne (UNIL), Lausanne, Switzerland)
Raina, Vastal (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; University of Cambridge, Cambridge, United Kingdom)
La Rosa, Francesco (Icahn School of Medicine at Mount Sinai, New York, NY, United States)
Malinin, Andrey (6Shifts Project, Helsinki, Finland)
Müller, Henning (School of Management, HES-SO, University of Applied Sciences and Arts Western Switzerland Valais)
Gales, Mark (University of Cambridge, Cambridge, United Kingdom)
Granziera, Cristina (University Hospital Basel, Basel, Switzerland)
Graziani, Mara (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; IBM Research Europe, Zurich, Switzerland)
Bach Cuadra, Merirxell (Radiology department, Lausanne University Hospital (CHUV), Lausanne, Switzerland ; Center for Biomedical Imaging (CIBM), University of Lausanne, Lausanne, Switzerland)
Raina, Vastal (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; University of Cambridge, Cambridge, United Kingdom)
La Rosa, Francesco (Icahn School of Medicine at Mount Sinai, New York, NY, United States)
Malinin, Andrey (6Shifts Project, Helsinki, Finland)
Müller, Henning (School of Management, HES-SO, University of Applied Sciences and Arts Western Switzerland Valais)
Gales, Mark (University of Cambridge, Cambridge, United Kingdom)
Granziera, Cristina (University Hospital Basel, Basel, Switzerland)
Graziani, Mara (School of Management, University of Applied Sciences and Arts Western Switzerland Valais ; IBM Research Europe, Zurich, Switzerland)
Bach Cuadra, Merirxell (Radiology department, Lausanne University Hospital (CHUV), Lausanne, Switzerland ; Center for Biomedical Imaging (CIBM), University of Lausanne, Lausanne, Switzerland)
Date
2023
Publié dans
Proceedings of the 2023 ISMRM & ISMRT Annual Meeting & Exhibition
Pagination
7 p.
Présenté à
2023 ISMRM & ISMRT Annual Meeting & Exhibition, Toronto, Canada, 2023-06-03, 2023-06-08
Mots-clés (libres)
machine learning/artificial intelligence ; multiple sclerosis ; brain ; uncertainty estimation ; reliable AI
Type de papier
extended abstract
Domaine
Economie et Services
Ecole
HEG-VS
Institut
Institut Informatique de gestion
Le document apparaît dans
Documents de conférences
Global
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