Impact of Incomplete Blinking Analyzed Using a Deep Learning Model With the Keratograph 5M in Dry Eye Disease.

Journal: Translational vision science & technology
PMID:

Abstract

PURPOSE: To establish a deep learning model (DLM) for blink analysis, and investigate whether blink video frame sampling rate influences the accuracy of analysis.

Authors

  • Qinxiang Zheng
    Ningbo Eye Hospital, Wenzhou Medical University, Ningbo, 315000, China; School of Ophthalmology and Optometry and Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, China.
  • Lei Wang
    Department of Nursing, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.
  • Han Wen
    School of Ophthalmology and Optometry, Eye Hospital, Wenzhou Medical University, Wenzhou 325027, China.
  • Yueping Ren
    Eye Hospital and School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China; National Clinical Research Center for Ocular Diseases, Wenzhou, Zhejiang, China.
  • Shenghai Huang
    Eye Hospital and School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China; National Clinical Research Center for Ocular Diseases, Wenzhou, Zhejiang, China.
  • Furong Bai
    Eye Hospital and School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China; National Clinical Research Center for Ocular Diseases, Wenzhou, Zhejiang, China.
  • Na Li
    School of Nursing, Fujian University of Traditional Chinese Medicine, Fuzhou, China.
  • Jennifer P Craig
    Department of Ophthalmology, New Zealand National Eye Centre, The University of Auckland, Auckland, New Zealand.
  • Louis Tong
    Singapore National Eye Center, Singapore 168751, Singapore; Ocular Surface Research Group, Singapore Eye Research Institute, Singapore 168751, Singapore; Duke-NUS Graduate Medical School, Singapore 169857, Singapore; Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore.
  • Wei Chen
    Department of Urology, Zigong Fourth People's Hospital, Sichuan, China.