Three artificial intelligence data challenges based on CT and ultrasound.

Journal: Diagnostic and interventional imaging
Published Date:

Abstract

PURPOSE: The 2020 edition of these Data Challenges was organized by the French Society of Radiology (SFR), from September 28 to September 30, 2020. The goals were to propose innovative artificial intelligence solutions for the current relevant problems in radiology and to build a large database of multimodal medical images of ultrasound and computed tomography (CT) on these subjects from several French radiology centers.

Authors

  • Nathalie Lassau
    Laboratoire d'Imagerie Biomédicale Multimodale Paris-Saclay, BIOMAPS, UMR 1281, Université Paris-Saclay, Inserm, CNRS, CEA, 94800 Villejuif, France; Department of Imaging, Institut Gustave Roussy, Université Paris-Saclay. 94800 Villejuif, France.
  • Imad Bousaid
    Direction de la Transformation Numérique et des Systèmes d'Information, Gustave Roussy, Université Paris-Saclay, 94805, Villejuif, France.
  • Emilie Chouzenoux
    Center for Visual Computing, CentraleSupelec, INRIA Saclay, Gif-sur-Yvette, 91190, France.
  • Antoine Verdon
    Direction de la Transformation Numérique et des Systèmes d'Information, Institut Gustave Roussy, 94800 Villejuif, France.
  • Corinne Balleyguier
    Department of Radiology, Gustave Roussy Cancer Campus, Villejuif, France; Université Paris-Saclay, Paris, France.
  • François Bidault
    Department of Radiology, Institut Gustave Roussy, 94800 Villejuif, France; Laboratoire d'Imagerie Biomédicale Multimodale Paris-Saclay. BIOMAPS, UMR 1281. Université Paris-Saclay, Inserm, CNRS, CEA, 94800 Villejuif, France.
  • Elie Mousseaux
    Department of Radiology, Hôpital Européen Georges Pompidou, APHP, University of Paris & INSERM, U970 29 rue Leblanc, 75015, Paris, France.
  • Sana Harguem-Zayani
    Laboratoire d'Imagerie Biomédicale Multimodale Paris-Saclay. BIOMAPS, UMR 1281. Université Paris-Saclay, Inserm, CNRS, CEA, 94800 Villejuif, France; Department of Imaging, Institut Gustave Roussy, 94800 Villejuif, France.
  • Loic Gaillandre
    Centre Libéral d'Imagerie Médicale de l'Agglomération Lilloise, 59000 Lille, France.
  • Zoubir Bensalah
    Department of Radiology, Centre Hospitalier de Perpignan, 66000 Perpignan, France.
  • Isabelle Doutriaux-Dumoulin
    Department of Radiology, Institut de Cancérologie de l'Ouest, 44800 Saint-Herblain, France.
  • Michèle Monroc
    Department of Radiology, Clinique Saint Antoine, 76230 Bois-Guillaume, France.
  • Audrey Haquin
    Department of Radiology, Hôpital de la Croix-Rousse - HCL, 69004 Lyon, France.
  • Luc Ceugnart
    Department of Radiology, Centre Oscar Lambret, 59000 Lille, France.
  • Florence Bachelle
    Department of Radiology, Centre Oscar Lambret, 59000 Lille, France.
  • Mathilde Charlot
    Department of Radiology, Hôpital Lyon Sud - HCL, 69310 Pierre-Bénite, France.
  • Isabelle Thomassin-Naggara
    Department of Radiology, Centre Hospitalier Intercommunal de Créteil, 94000 Créteil, France.
  • Tiphaine Fourquet
    Department of Radiology, Centre Hospitalier Universitaire de Lille, 59000 Lille, France.
  • Héloise Dapvril
    Service d'Imagerie de la Femme, Centre Hospitalier de Valenciennes, 59300 Valenciennes, France.
  • Joseph Orabona
    Department of Radiology, Centre Hospitalier de Bastia, 20600 Bastia, France.
  • Foucauld Chamming's
    Department of Radiology, Institut Bergonié, 33000 Bordeaux, France.
  • Mickael El Haik
    Laboratoire d'Imagerie Biomédicale Multimodale Paris-Saclay. BIOMAPS, UMR 1281. Université Paris-Saclay, Inserm, CNRS, CEA, 94800 Villejuif, France; Department of Imaging, Institut Gustave Roussy, 94800 Villejuif, France.
  • Jules Zhang-Yin
    HôpitalTenon, APHP, 75020 Paris, France.
  • Marc-Samir Guillot
    Radiology Department, AP-HP, Hôpital Européen Georges Pompidou, Georges Pompidou, Université de Paris, PARCC, INSERM, 75015 Paris, France.
  • Mickaël Ohana
    Department of Diagnostic Imaging (Radio B), Hôpitaux universitaires de Strasbourg, Strasbourg 67000, France.
  • Thomas Caramella
    Institut Arnault Tzanck, 06123 Saint-Laurent-du-Var, France.
  • Yann Diascorn
    Institut Arnault Tzanck, 06123 Saint-Laurent-du-Var, France.
  • Jean-Yves Airaud
    Department of Radiology, Polyclinique Inkermann, 79000 Niort, France.
  • Philippe Cuingnet
    Department of Radiology, Centre Hospitalier de Douai, 59507 Douai, France.
  • Umit Gencer
    Radiology Department, AP-HP, Hôpital Européen Georges Pompidou, Georges Pompidou, Université de Paris, PARCC, INSERM, 75015 Paris, France.
  • Littisha Lawrance
    Laboratoire d'Imagerie Biomédicale Multimodale Paris-Saclay. BIOMAPS, UMR 1281. Université Paris-Saclay, Inserm, CNRS, CEA, 94800 Villejuif, France.
  • Alain Luciani
    Medical Imaging Department, Henri Mondor University Hospital, AP-HP, Créteil, France, Inserm, U955, Team 18, 94000 Créteil, France.
  • Anne Cotten
    Department of Musculoskeletal Imaging, Lille University Hospital, 59000 Lille, France; Lille University School of Medicine, 59000 Lille, France; Collège des Enseignants en Radiologie de France (CERF), 75013 Paris, France; Société Française de Radiologie, 75013 Paris, France.
  • Jean-François Meder
    Université de Paris, 75006 Paris, France; Department of Neuroradiology, Sainte-Anne Hospital, 75014 Paris, France; Inserm UMR 894, Faculty of Medicine, Pyschiatry and Neurosciences Centers, Paris Descartes University, Sorbonne Paris Cité, 75014 Paris, France; Société Française de Radiologie, 75013 Paris, France.