Etiology of Macular Edema Defined by Deep Learning in Optical Coherence Tomography Scans.

Journal: Translational vision science & technology
Published Date:

Abstract

PURPOSE: To develop an automated method based on deep learning (DL) to classify macular edema (ME) from the evaluation of optical coherence tomography (OCT) scans.

Authors

  • Fabio Daniel Padilla-Pantoja
    Department of Ophthalmology, Faculty of Medicine, Universidad Nacional de Colombia, Bogotá, Colombia.
  • Yeison D Sanchez
    MindLab Research Group, Universidad Nacional de Colombia, Bogotá, Colombia.
  • Bernardo Alfonso Quijano-Nieto
    Department of Ophthalmology, Faculty of Medicine, Universidad Nacional de Colombia, Bogotá, Colombia.
  • Oscar J Perdomo
    School of Medicine and Health Sciences, Universidad del Rosario, Bogotá, Colombia.
  • Fabio A González
    Machine Learning, Perception and Discovery Lab, Systems and Computer Engineering Department, Universidad Nacional de Colombia, Faculty of Engineering, Cra 30 No 45 03-Ciudad Universitaria, Building 453 Office 114, Bogotá DC, Colombia. Electronic address: fagonzalezo@unal.edu.co.