A Deep Learning-Based Algorithm Identifies Glaucomatous Discs Using Monoscopic Fundus Photographs.

Journal: Ophthalmology. Glaucoma
Published Date:

Abstract

PURPOSE: To develop and test the performance of a deep learning-based algorithm for glaucomatous disc identification using monoscopic fundus photographs.

Authors

  • Sidong Liu
    Save Sight Institute, Sydney Medical School, The University of Sydney, Sydney, Australia; Brain and Mind Centre, Sydney Medical School, The University of Sydney, Sydney, Australia.
  • Stuart L Graham
    Department of Clinical Medicine, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, Australia.
  • Angela Schulz
    Department of Clinical Medicine, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, Australia.
  • Michael Kalloniatis
    Centre for Eye Health, and School of Optometry and Vision Science, The University of New South Wales, Kensington, Australia.
  • Barbara Zangerl
    Centre for Eye Health, and School of Optometry and Vision Science, The University of New South Wales, Kensington, Australia.
  • Weidong Cai
    School of Computer Science, The University of Sydney, Darlington, WA, Australia.
  • Yang Gao
    State Key Laboratory of Bioactive Substance and Function of Natural Medicines, Institute of Materia Medica, Chinese Academy of Medical Science and Peking Union Medical College, Beijing 100050, China.
  • Brian Chua
    Glaucoma Unit, Sydney Eye Hospital, Sydney, Australia.
  • Hemamalini Arvind
    Save Sight Institute, Sydney Medical School, The University of Sydney, Sydney, Australia.
  • John Grigg
    Save Sight Institute, Sydney Medical School, The University of Sydney, Sydney, Australia; Glaucoma Unit, Sydney Eye Hospital, Sydney, Australia.
  • Dewei Chu
    School of Materials Science and Engineering, The University of New South Wales, Kensington, Australia.
  • Alexander Klistorner
    Save Sight Institute, Sydney Medical School, The University of Sydney, Sydney, Australia; Department of Clinical Medicine, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, Australia.
  • Yuyi You
    Save Sight Institute, Sydney Medical School, The University of Sydney, Sydney, Australia; Department of Clinical Medicine, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, Australia. Electronic address: yuyi.you@gmail.com.