Breast nodule classification with two-dimensional ultrasound using Mask-RCNN ensemble aggregation.

Journal: Diagnostic and interventional imaging
Published Date: Sep 30, 2021

Abstract

PURPOSE: The purpose of this study was to create a deep learning algorithm to infer the benign or malignant nature of breast nodules using two-dimensional B-mode ultrasound data initially marked as BI-RADS 3 and 4.

Authors

  • Ewan Evain
  • Caroline Raynaud
    Philips Research France, 92150 Suresnes, France.
  • Cybèle Ciofolo-Veit
    Philips Research France, 92150 Suresnes, France.
  • Alexandre Popoff
    Philips Research France, 92150 Suresnes, France.
  • Thomas Caramella
    Institut Arnault Tzanck, 06123 Saint-Laurent-du-Var, France.
  • Pascal Kbaier
    Centre d'Imagerie Médicale Toulon Hyeres Littoral, 83000 Toulon, France.
  • Corinne Balleyguier
    Department of Radiology, Gustave Roussy Cancer Campus, Villejuif, France; Université Paris-Saclay, 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.
  • Héloise Dapvril
    Service d'Imagerie de la Femme, Centre Hospitalier de Valenciennes, 59300 Valenciennes, France.
  • Luc Ceugnart
    Department of Radiology, Centre Oscar Lambret, 59000 Lille, France.
  • Michèle Monroc
    Department of Radiology, Clinique Saint Antoine, 76230 Bois-Guillaume, France.
  • Foucauld Chamming's
    Department of Radiology, Institut Bergonié, 33000 Bordeaux, France.
  • Isabelle Doutriaux-Dumoulin
    Department of Radiology, Institut de Cancérologie de l'Ouest, 44800 Saint-Herblain, France.
  • Isabelle Thomassin-Naggara
    Department of Radiology, Centre Hospitalier Intercommunal de Créteil, 94000 Créteil, France.
  • Audrey Haquin
    Department of Radiology, Hôpital de la Croix-Rousse - HCL, 69004 Lyon, France.
  • Mathilde Charlot
    Department of Radiology, Hôpital Lyon Sud - HCL, 69310 Pierre-Bénite, France.
  • Joseph Orabona
    Department of Radiology, Centre Hospitalier de Bastia, 20600 Bastia, France.
  • Tiphaine Fourquet
    Department of Radiology, Centre Hospitalier Universitaire de Lille, 59000 Lille, France.
  • Imad Bousaid
    Direction de la Transformation Numérique et des Systèmes d'Information, Gustave Roussy, Université Paris-Saclay, 94805, Villejuif, France.
  • 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.
  • Antoine Olivier
    Philips Research France, 92150 Suresnes, France.

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