Prediction of visual field progression with serial optic disc photographs using deep learning.

Journal: The British journal of ophthalmology
Published Date:

Abstract

AIM: We tested the hypothesis that visual field (VF) progression can be predicted with a deep learning model based on longitudinal pairs of optic disc photographs (ODP) acquired at earlier time points during follow-up.

Authors

  • Vahid Mohammadzadeh
    Glaucoma Division, Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA.
  • Sean Wu
    Department of Computer Science, Pepperdine University, Malibu, CA, USA.
  • Tyler Davis
    Department of Computer Science, University of California Los Angeles (T.D., A.V., F.S.), Los Angeles, California, USA.
  • Arvind Vepa
    Department of Computer Science, University of California Los Angeles, Los Angeles, CA, USA.
  • Esteban Morales
    From the Glaucoma Division, Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles (V.M., S.B., E.M., K.E., M.R., A.M., D.Z., J.C., K.N.-M.), Los Angeles, California, USA.
  • Sajad Besharati
    From the Glaucoma Division, Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles (V.M., S.B., E.M., K.E., M.R., A.M., D.Z., J.C., K.N.-M.), Los Angeles, California, USA.
  • Kiumars Edalati
    Glaucoma Division, Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA.
  • Jack Martinyan
    Glaucoma Division, Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA.
  • Mahshad Rafiee
    From the Glaucoma Division, Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles (V.M., S.B., E.M., K.E., M.R., A.M., D.Z., J.C., K.N.-M.), Los Angeles, California, USA.
  • Arthur Martynian
    Department of Ophthalmology, Jules Stein Eye Institute, UCLA, Los Angeles, California, USA.
  • Fabien Scalzo
  • Joseph Caprioli
    Glaucoma Division, Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA.
  • Kouros Nouri-Mahdavi