Deep learning algorithms for automatic detection of pterygium using anterior segment photographs from slit-lamp and hand-held cameras.

Journal: The British journal of ophthalmology
PMID:

Abstract

BACKGROUND/AIMS: To evaluate the performances of deep learning (DL) algorithms for detection of presence and extent pterygium, based on colour anterior segment photographs (ASPs) taken from slit-lamp and hand-held cameras.

Authors

  • Xiaoling Fang
    Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
  • Mihir Deshmukh
    Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
  • Miao Li Chee
    Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
  • Zhi-Da Soh
    Ocular Epidemiology Research Group, Singapore Eye Research Institute, Singapore.
  • Zhen Ling Teo
    Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
  • Sahil Thakur
    Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
  • Jocelyn Hui Lin Goh
    Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore.
  • Yu-Chi Liu
    Singapore Eye Research Institute, Singapore; Singapore National Eye Centre, Singapore; Duke-NUS Medical School, National University of Singapore, Singapore.
  • Rahat Husain
    Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Duke-NUS Medical School, Singapore.
  • Jodhbir S Mehta
    Singapore National Eye Centre, Singapore, Singapore.
  • Tien Yin Wong
    Singapore National Eye Center, Duke-National University of Singapore Medical School, Singapore 168751, Singapore; National Institutes of Health Research Biomedical Research Centre Biomedical Centre, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK.
  • Ching-Yu Cheng
    Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore.
  • Tyler Hyungtaek Rim
    Department of Ocular Epidemiology, Singapore Eye Research Institute, Singapore, Singapore.
  • Yih-Chung Tham
    Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore.