Multi-Institutional Assessment and Crowdsourcing Evaluation of Deep Learning for Automated Classification of Breast Density.

Journal: Journal of the American College of Radiology : JACR
PMID:

Abstract

OBJECTIVE: We developed deep learning algorithms to automatically assess BI-RADS breast density.

Authors

  • Ken Chang
    Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts.
  • Andrew L Beers
    Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA.
  • Laura Brink
    American College of Radiology, Reston, Virginia.
  • Jay B Patel
    Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts.
  • Praveer Singh
    Department of Radiology, MGH/Harvard Medical School, Charlestown, Massachusetts.
  • Nishanth T Arun
    Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts.
  • Katharina V Hoebel
    Department of Radiology, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA.
  • Nathan Gaw
    Department of Operational Sciences, Air Force Institute of Technology, Wright-Patterson AFB, OH, United States.
  • Meesam Shah
    American College of Radiology, Reston, Virginia.
  • Etta D Pisano
    American College of Radiology, Reston, Virginia; Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts. Electronic address: etpisano@gmail.com.
  • Mike Tilkin
    Chief Information Officer and EVP for Technology (ACR), Reston, Virginia.
  • Laura P Coombs
    Vice President (ACR), Reston, Virginia.
  • Keith J Dreyer
    Department of Radiology, Massachusetts General Hospital, Boston, MA, United States; Harvard Medical School, Boston, MA, United States; Mass General Brigham Data Science Office (DSO), Boston, MA, United States.
  • Bibb Allen
    Department of Radiology, Grandview Medical Center, Birmingham, Alabama. Electronic address: bibb@mac.com.
  • Sheela Agarwal
    Lenox Hill Radiology, New York, New York.
  • Jayashree Kalpathy-Cramer
    Department of Radiology, MGH/Harvard Medical School, Charlestown, Massachusetts.