Comparison of evaluation metrics of deep learning for imbalanced imaging data in osteoarthritis studies.

Abstract

Authors

• Shen Liu
  State Key Laboratory for Manufacturing and Systems Engineering, Xi'an Jiaotong University, Xi'an 710049, PR China.
• Frank Roemer
  Department of Radiology, University of Erlangen - Nuremberg, Erlangen, Germany; Department of Radiology, Boston University School of Medicine, MA, USA. Electronic address: frank.roemer@uk-erlangen.de.
• Yong Ge
  Department of Management Information Systems, University of Arizona, AZ, USA. Electronic address: yongge@arizona.edu.
• Edward J Bedrick
  Department of Epidemiology and Biostatistics, University of Arizona, 1295 N. Martin Ave., Tucson, AZ 85724, USA. Electronic address: edwardjbedrick@arizona.edu.
• Zong-Ming Li
• Ali Guermazi
  Department of Radiology, Boston University School of Medicine, Boston, MA, 02118, USA.
• Leena Sharma
  Feinberh School of Medicine, Northwestern University, IL, USA. Electronic address: l-sharma@northwestern.edu.
• Charles Eaton
  Kent Memorial Hospital, and Department of Family Medicine, Warren Alpert Medical School, and Department of Epidemiology, School of Public Health, Brown University, RI, USA. Electronic address: Charles_Eaton@brown.edu.
• Marc C Hochberg
  School of Medicine, University of Maryland, and Medical Care Clinical Center, VA Maryland Health Care System, Baltimore, MD, USA. Electronic address: mhochber@som.umaryland.edu.
• David J Hunter
  Royal North Shore Hospital and University of Sydney, Sydney, New South Wales, Australia.
• Michael C Nevitt
  From the Department of Radiology and Biomedical Imaging (C.E.v.S., J.H.S., E.O., P.M.J., M.P., S.C.F., T.M.L., V.P.) and Department of Epidemiology and Biostatistics (F.L., M.C.N.), University of California, San Francisco, 185 Berry St, Suite 350, San Francisco, CA 94107; Department of Diagnostic and Interventional Radiology, Technische Universität München, Munich, Germany (C.E.v.S., S.C.F.); Department of Diagnostic and Interventional Radiology, Medical Center-University of Freiburg, Faculty of Medicine, Freiburg, Germany (P.M.J.); and Department of Radiology, University of California Davis Health, Sacramento, Calif (L.N.).
• Wolfgang Wirth
  Paracelsus Medical University, Salzburg and Nuremberg, Salzburg, Austria, and Chondrometrics, Ainring, Germany.
• C Kent Kwoh
  University of Arizona Arthritis Center, University of Arizona College of Medicine, Tucson, AZ, USA. Electronic address: CKwoh@arthritis.arizona.edu.
• Xiaoxiao Sun

Keywords

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