A Deep Learning Model for Screening Multiple Abnormal Findings in Ophthalmic Ultrasonography (With Video).

Journal: Translational vision science & technology
Published Date:

Abstract

PURPOSE: The purpose of this study was to construct a deep learning system for rapidly and accurately screening retinal detachment (RD), vitreous detachment (VD), and vitreous hemorrhage (VH) in ophthalmic ultrasound in real time.

Authors

  • Di Chen
    Department of Gastroenterology, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, China. Electronic address: 2389446889@qq.com.
  • Yi Yu
    Center of Reproductive Medicine, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang 315100, China.
  • Yiwen Zhou
    Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China.
  • Bin Peng
    Xiangya School of Nursing, Central South University, Changsha, Hunan, China.
  • Yujing Wang
    School of Electrical and Electronic Engineering, Harbin University of Science and Technology, Harbin 150080, P.R.China.
  • Shan Hu
    School of Resources and Environmental Sciences of Wuhan University, Wuhan, China.
  • Miao Tian
    Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China.
  • Shanshan Wan
    Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China.
  • Yuelan Gao
    Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China.
  • Ying Wang
    Key Laboratory of Macromolecular Science of Shaanxi Province, School of Chemistry & Chemical Engineering, Shaanxi Normal University, Xi'an, Shaanxi 710062, China.
  • Yulin Yan
    Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China.
  • Lianlian Wu
    Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China.
  • Liwen Yao
    Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China; Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of Wuhan University, Wuhan, China; Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive Incision, Renmin Hospital of Wuhan University, Wuhan, China.
  • Biqing Zheng
    Wuhan EndoAngel Medical Technology Company, Wuhan, China.
  • Yang Wang
    Department of General Surgery The First People's Hospital of Yunnan Province, The Affiliated Hospital of Kunming University of Science and Technology Kunming China.
  • Yuqing Huang
    Department of Thoracic Surgery, Beijing Haidian Hospital, Beijing, China.
  • Xi Chen
    Department of Critical care medicine, Shenzhen Hospital, Southern Medical University, Guangdong, Shenzhen, China.
  • Honggang Yu
    Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China.
  • Yanning Yang
    Department of Ophthalmology, Renmin Hospital of Wuhan University, 99 Zhangzhidong Road, Wuhan, 430060, Hubei Province, China. ophyyn@163.com.