Glaucoma Expert-Level Detection of Angle Closure in Goniophotographs With Convolutional Neural Networks: The Chinese American Eye Study.

Journal: American journal of ophthalmology
PMID:

Abstract

PURPOSE: To compare the performance of a novel convolutional neural network (CNN) classifier and human graders in detecting angle closure in EyeCam (Clarity Medical Systems, Pleasanton, California, USA) goniophotographs.

Authors

  • Michael Chiang
    Sol Price School of Public Policy, University of Southern California, Los Angeles, California, USA.
  • Daniel Guth
    Division of Humanities and Social Sciences, California Institute of Technology, Pasadena, California, USA.
  • Anmol A Pardeshi
    Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine at the University of Southern California, Los Angeles, California, USA.
  • Jasmeen Randhawa
    Keck School of Medicine at the University of Southern California, Los Angeles, California, USA.
  • Alice Shen
    Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine at the University of Southern, California.
  • Meghan Shan
    Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine at the University of Southern, California.
  • Justin Dredge
    Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine at the University of Southern, California.
  • Annie Nguyen
    Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine at the University of Southern, California.
  • Kimberly Gokoffski
    Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine at the University of Southern, California.
  • Brandon J Wong
    Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine at the University of Southern, California.
  • Brian Song
    Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine at the University of Southern, California.
  • Shan Lin
    Key Laboratory of Bioorganic Synthesis of Zhejiang Province, College of Biotechnology and Bioengineering, Zhejiang University of Technology, Hangzhou 310014, China.
  • Rohit Varma
    University of Southern California Gayle and Edward Roski Eye Institute, Los Angeles, California.
  • Benjamin Y Xu
    Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine at the University of Southern California, Los Angeles, California, USA. Electronic address: benjamin.xu@med.usc.edu.