3D convolutional neural networks for detection and severity staging of meniscus and PFJ cartilage morphological degenerative changes in osteoarthritis and anterior cruciate ligament subjects.

Journal: Journal of magnetic resonance imaging : JMRI
Published Date: Feb 1, 2019

Abstract

BACKGROUND: Semiquantitative assessment of MRI plays a central role in musculoskeletal research; however, in the clinical setting MRI reports often tend to be subjective and qualitative. Grading schemes utilized in research are not used because they are extraordinarily time-consuming and unfeasible in clinical practice.

Authors

  • Valentina Pedoia
    Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA 94143, USA.
  • Berk Norman
    From the Department of Radiology and Biomedical Imaging and Center for Digital Health Innovation (CDHI), University of California, San Francisco, 1700 Fourth St, Suite 201, QB3 Building, San Francisco, CA 94107.
  • Sarah N Mehany
    Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA.
  • Matthew D Bucknor
    Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA.
  • Thomas M Link
    Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA 94143, USA.
  • Sharmila Majumdar
    Department of Radiology and Biomedical Imaging, University of California San Francisco, 1700 4th Street, Byers Hall, Suite 203, Room 203D, San Francisco, CA 94158, USA.

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