Research on Assistant Diagnosis of Fundus Optic Neuropathy Based on Deep Learning.

Journal: Current eye research
Published Date:

Abstract

PURPOSE: The purpose of this study was to use the neural network to distinguish optic edema (ODE), and optic atrophy from normal fundus images and try to use visualization to explain the artificial intelligence methods.

Authors

  • Chengjin Wang
    Key Laboratory of Weak-Light Nonlinear Photonics, School of Physics and TEDA Applied Physics, Ministry of Education, Nankai University, Tianjin, China.
  • Yuwei Zhang
    Institute of Biomaterials and Biomedical Engineering , University of Toronto , 164 College Street , Toronto , Ontario M5S 3G9 , Canada.
  • Shuai Xu
    Department of Dermatology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA; Querrey Institute for Bioelectronics, Northwestern University, Evanston, Illinois, USA. Electronic address: stevexu@northwestern.edu.
  • Yuyan Liu
    Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Hospital and Eye Institute, Nankai University Affiliated Eye Hospital, Clinical College of Ophthalmology Tianjin Medical University, Tianjin, China.
  • Lindan Xie
    Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Hospital and Eye Institute, Nankai University Affiliated Eye Hospital, Clinical College of Ophthalmology Tianjin Medical University, Tianjin, China.
  • Changlong Wu
    Ophthalmology, Jinan Second People's Hospital, Jinan City, Shandong Province, China.
  • Qianhui Yang
    Digital Media Technology Department, Film School of Xiamen University, Xiamen 361102, China.
  • Yanhua Chu
    Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Hospital and Eye Institute, Nankai University Affiliated Eye Hospital, Clinical College of Ophthalmology Tianjin Medical University, Tianjin, China.
  • Qing Ye
    School of Computer Science and Technology, Wuhan University of Technology, Wuhan 430000, China.