Deep Learning for Localized Detection of Optic Disc Hemorrhages.

Journal: American journal of ophthalmology
PMID:

Abstract

PURPOSE: To develop an automated deep learning system for detecting the presence and location of disc hemorrhages in optic disc photographs.

Authors

  • Aaron Brown
    From the Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), New York Eye and Ear Infirmary of Mount Sinai, New York, New York, USA.
  • Henry Cousins
    Biomedical Data Science (H.C., R.B.A.), Stanford University, Stanford, California, USA.
  • Clara Cousins
    David Geffen School of Medicine, University of Los Angeles (C.C.), Los Angeles, California, USA.
  • Karina Esquenazi
    From the Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), New York Eye and Ear Infirmary of Mount Sinai, New York, New York, USA.
  • Tobias Elze
    Schepens Eye Research Institute, Harvard Medical School, Boston, Massachusetts; Complex Structures in Biology and Cognition, Max Planck Institute for Mathematics in the Sciences, Leipzig, Germany. Electronic address: tobias-elze@tobias-elze.de.
  • Alon Harris
    Icahn School of Medicine at Mount Sinai, New York, NY, United States.
  • Artur Filipowicz
    From the Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), New York Eye and Ear Infirmary of Mount Sinai, New York, New York, USA.
  • Laura Barna
    From the Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), New York Eye and Ear Infirmary of Mount Sinai, New York, New York, USA.
  • Kim Yonwook
    From the Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), New York Eye and Ear Infirmary of Mount Sinai, New York, New York, USA.
  • Kateki Vinod
    From the Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), New York Eye and Ear Infirmary of Mount Sinai, New York, New York, USA.
  • Nisha Chadha
    From the Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Ophthalmology (A.B., K.E., A.H., A.F., L.B., K.Y., K.V., N.C., L.R.P.), New York Eye and Ear Infirmary of Mount Sinai, New York, New York, USA.
  • Russ B Altman
    Departments of Medicine, Genetics and Bioengineering, Stanford University, Stanford, California, United States of America.
  • Michael Coote
    Glaucoma Research Unit (M.C.), The Royal Victorian Eye and Ear Hospital, East Melbourne, Victoria, Australia.
  • Louis R Pasquale
    Eye and Vision Research Institute, Icahn School of Medicine at Mount Sinai, New York, New York; Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts.