A generalizable eye disease detection method based on Zero-Shot Learning
Our findings demonstrate that ZSL can simulate clinical diagnostic logic and generalize to unseen eye diseases, offering a promising approach for automated screening where labeled data are scarce.
Authors
- Honggang Qi (ORCID: https://orcid.org/0000-0002-7947-1491)
- XueJiao Zhang
- Wenwen Li (ORCID: https://orcid.org/0000-0003-2861-1818)
- Yuexin Luo
- Yixuan Jiang
- Yao Lu
- Chengchang Pan
- Wen Gao
- Minwen Liao
- Yudian Wang
- Yan Su
- Yujing Huang
Institutions
- Shanghai University (CN)
- Union Hospital (HK)
- Peking University (CN)
- Sichuan University (CN)
- Xinjiang Institute of Engineering (CN)
- University of Chinese Academy of Sciences (CN)
- Huazhong University of Science and Technology (CN)
- Xinjiang University (CN)
Publication Details
- Journal
- Communications Medicine
- Published
- 2026-03-12
- DOI
- https://doi.org/10.1038/s43856-026-01439-3
- Primary Topic
- Retinal Imaging and Analysis
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China