Prediction of Central Visual Field Measures From Macular OCT Volume Scans With Deep Learning.

Journal: Translational vision science & technology
Published Date:

Abstract

PURPOSE: Predict central 10° global and local visual field (VF) measurements from macular optical coherence tomography (OCT) volume scans with deep learning (DL).

Authors

  • Vahid Mohammadzadeh
    Glaucoma Division, Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA.
  • Arvind Vepa
    Department of Computer Science, University of California Los Angeles, Los Angeles, CA, USA.
  • Chuanlong Li
    Department of Neurology, 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.
  • Leila Chew
    Glaucoma Division, Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA.
  • Golnoush Mahmoudinezhad
    From the Hamilton Glaucoma Center (A.K., S.M., T.N., G.M., E.H.L., M.C., M.A.F., L.Z., R.N.W.),; Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla; School of Medicine (P.K.),; University of California Irvine, Irvine; Department of Civil, Construction, and Environmental Engineering (M.S.J.),; San Diego State University, San Diego, California; Bernard and Shirlee Brown Glaucoma Research Laboratory (J.M.L.),; Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University Medical Center, New York, New York; and the Department of Ophthalmology and Vision Sciences (M.A.F., C.A.G.),; Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA.
  • Evan Maltz
    Department of Chemistry and Biochemistry, University of California Los Angeles, Los Angeles, CA, USA.
  • Serhat Sahin
    Department of Computer Science, University of California Los Angeles, Los Angeles, CA, USA.
  • Apoorva Mylavarapu
    Glaucoma Division, Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, 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.
  • Dariush Yalzadeh
    Glaucoma Division, Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, 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