Generative Adversarial Networks Improve the Reproducibility and Discriminative Power of Radiomic Features.

Journal: Radiology. Artificial intelligence
Published Date: May 27, 2020

Abstract

PURPOSE: To assess the contribution of a generative adversarial network (GAN) to improve intermanufacturer reproducibility of radiomic features (RFs).

Authors

  • Sandra Marcadent
    Service of Radiology, Department of Diagnostics, Geneva University Hospital, Rue Gabrielle Perret-Gentil 4, 1211 Geneva 14, Switzerland (S.M., J.H., S.P.M., X.M.); Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland (S.M., J.H., M.G.P., S.P.M., D.V.D.V., X.M.); and Institute of Bioengineering/Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland (S.M., M.G.P., D.V.D.V.).
  • Jeremy Hofmeister
    Service of Radiology, Department of Diagnostics, Geneva University Hospital, Rue Gabrielle Perret-Gentil 4, 1211 Geneva 14, Switzerland (S.M., J.H., S.P.M., X.M.); Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland (S.M., J.H., M.G.P., S.P.M., D.V.D.V., X.M.); and Institute of Bioengineering/Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland (S.M., M.G.P., D.V.D.V.).
  • Maria Giulia Preti
    Neuro-X Institute, Ecole Polytechnique Fédérale De Lausanne (EPFL), Geneva, Switzerland.
  • Steve P Martin
    Service of Radiology, Department of Diagnostics, Geneva University Hospital, Rue Gabrielle Perret-Gentil 4, 1211 Geneva 14, Switzerland (S.M., J.H., S.P.M., X.M.); Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland (S.M., J.H., M.G.P., S.P.M., D.V.D.V., X.M.); and Institute of Bioengineering/Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland (S.M., M.G.P., D.V.D.V.).
  • Dimitri Van De Ville
    Neuro-X Institute, Ecole Polytechnique Fédérale De Lausanne (EPFL), Geneva, Switzerland.
  • Xavier Montet
    Service of Radiology, Department of Diagnostics, Geneva University Hospital, Rue Gabrielle Perret-Gentil 4, 1211 Geneva 14, Switzerland (S.M., J.H., S.P.M., X.M.); Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland (S.M., J.H., M.G.P., S.P.M., D.V.D.V., X.M.); and Institute of Bioengineering/Center for Neuroprosthetics, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland (S.M., M.G.P., D.V.D.V.).

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