Nature Communications (Aug 2021)
Automatic detection of 39 fundus diseases and conditions in retinal photographs using deep neural networks
- Ling-Ping Cen,
- Jie Ji,
- Jian-Wei Lin,
- Si-Tong Ju,
- Hong-Jie Lin,
- Tai-Ping Li,
- Yun Wang,
- Jian-Feng Yang,
- Yu-Fen Liu,
- Shaoying Tan,
- Li Tan,
- Dongjie Li,
- Yifan Wang,
- Dezhi Zheng,
- Yongqun Xiong,
- Hanfu Wu,
- Jingjing Jiang,
- Zhenggen Wu,
- Dingguo Huang,
- Tingkun Shi,
- Binyao Chen,
- Jianling Yang,
- Xiaoling Zhang,
- Li Luo,
- Chukai Huang,
- Guihua Zhang,
- Yuqiang Huang,
- Tsz Kin Ng,
- Haoyu Chen,
- Weiqi Chen,
- Chi Pui Pang,
- Mingzhi Zhang
Affiliations
- Ling-Ping Cen
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Jie Ji
- Network & Information Centre, Shantou University
- Jian-Wei Lin
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Si-Tong Ju
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Hong-Jie Lin
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Tai-Ping Li
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Yun Wang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Jian-Feng Yang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Yu-Fen Liu
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Shaoying Tan
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Li Tan
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Dongjie Li
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Yifan Wang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Dezhi Zheng
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Yongqun Xiong
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Hanfu Wu
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Jingjing Jiang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Zhenggen Wu
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Dingguo Huang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Tingkun Shi
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Binyao Chen
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Jianling Yang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Xiaoling Zhang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Li Luo
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Chukai Huang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Guihua Zhang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Yuqiang Huang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Tsz Kin Ng
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Haoyu Chen
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Weiqi Chen
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Chi Pui Pang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- Mingzhi Zhang
- Joint Shantou International Eye Centre of Shantou University and The Chinese University of Hong Kong
- DOI
- https://doi.org/10.1038/s41467-021-25138-w
- Journal volume & issue
-
Vol. 12,
no. 1
pp. 1 – 13
Abstract
Systems for automatic detection of a single disease may miss other important conditions. Here, the authors show a deep learning platform can detect 39 common retinal diseases and conditions.
