Deep Learning and Glaucoma Specialists: The Relative Importance of Optic Disc Features to Predict Glaucoma Referral in Fundus Photographs.

Journal: Ophthalmology
Published Date: Dec 1, 2019

Abstract

PURPOSE: To develop and validate a deep learning (DL) algorithm that predicts referable glaucomatous optic neuropathy (GON) and optic nerve head (ONH) features from color fundus images, to determine the relative importance of these features in referral decisions by glaucoma specialists (GSs) and the algorithm, and to compare the performance of the algorithm with eye care providers.

Authors

  • Sonia Phene
    Google Health, Google LLC, Mountain View, California.
  • R Carter Dunn
    Google Health, Google LLC, Mountain View, California.
  • Naama Hammel
    Google Research, Google, LLC, Mountain View, California.
  • Yun Liu
    Google Health, Palo Alto, CA USA.
  • Jonathan Krause
    Artificial Intelligence Laboratory, Computer Science Department, Stanford University, Stanford, CA 94305.
  • Naho Kitade
    Google Health, Google LLC, Mountain View, California.
  • Mike Schaekermann
    Google Health, Google LLC, Mountain View, California.
  • Rory Sayres
    Google Research, Google, LLC, Mountain View, California.
  • Derek J Wu
    Google Health, Google LLC, Mountain View, California.
  • Ashish Bora
    Google Health, Google LLC, Mountain View, California.
  • Christopher Semturs
    Google Health, Google LLC, Mountain View, California.
  • Anita Misra
    Google Health, Google LLC, Mountain View, California.
  • Abigail E Huang
    Google Health, Google LLC, Mountain View, California.
  • Arielle Spitze
    Virginia Ophthalmology Associates, Norfolk, Virginia; Department of Ophthalmology, Eastern Virginia Medical School, Norfolk, Virginia.
  • Felipe A Medeiros
    Duke Eye Center, Department of Ophthalmology, Duke University, Durham, North Carolina, United States.
  • April Y Maa
    Department of Ophthalmology, Emory University School of Medicine, Atlanta, Georgia; Ophthalmology Section, Atlanta Veterans Affairs Medical Center, Atlanta, Georgia.
  • Monica Gandhi
    Dr. Shroff's Charity Eye Hospital, New Delhi, India.
  • Greg S Corrado
    Google Health, Palo Alto, CA USA.
  • Lily Peng
    Google Inc, Mountain View, California.
  • Dale R Webster
    Google Inc, Mountain View, California.

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