Deep learning to detect anterior cruciate ligament tear on knee MRI: multi-continental external validation.

Journal: European radiology
Published Date:

Abstract

OBJECTIVES: To develop a deep-learning algorithm for anterior cruciate ligament (ACL) tear detection and to compare its accuracy using two external datasets.

Authors

  • Alexia Tran
    Department of Radiology, Hôpital Européen Georges Pompidou, Assistance Publique-Hôpitaux de Paris; Université de Paris, 20 Rue Leblanc, 75015, Paris, France. tranalexia@yahoo.com.
  • Louis Lassalle
    From the Department of Radiology, Hôpital Fondation A. de Rothschild, 25 rue Manin, 75019 Paris, France (L.D.); Faculty of Medicine, Université de Paris, Paris, France (L.D., A. Feydy); Gleamer, Paris, France (A.D., C.A., N.C., Z.Z., N.N., E.L., A.P., N.E.R.); Department of Biostatistics, CHU Rouen, Rouen, France (A.G.); Department of Radiology, Hôpital Hôtel-Dieu, Assistance Publique-Hôpitaux de Paris, Paris, France (J.L.); Department of Radiology, Hôpital Ambroise-Paré, Assistance Publique-Hôpitaux de Paris, Boulogne-Billancourt, France (A. Felter); Department of Radiology, Hôpital Raymond-Poincaré, Assistance Publique-Hôpitaux de Paris, Garches, France (A. Felter); and Department of Radiology B, Hôpital Cochin, Assistance Publique-Hôpitaux de Paris, Paris, France (L.L., N.E.R., A. Feydy).
  • Pascal Zille
    Incepto Medical, Paris, France.
  • Raphaël Guillin
    Department of Radiology, Centre Hospitalier Universitaire de Rennes, Rennes, France.
  • Etienne Pluot
    Department of Radiology, Radiologie B, Hôpital Cochin, Assistance Publique-Hôpitaux de Paris; Université de Paris, Paris, France.
  • Chloé Adam
    Incepto Medical, Paris, France.
  • Martin Charachon
    Incepto Medical, Paris, France.
  • Hugues Brat
    Institut de Radiologie de Sion, Groupe 3R, Sion, Switzerland.
  • Maxence Wallaert
    Incepto Medical, Paris, France.
  • Gaspard d'Assignies
    Incepto Medical, Paris, France.
  • Benoît Rizk
    Institut de Radiologie de Sion, Groupe 3R, Sion, Switzerland.