Enhancing diagnostic accuracy in rare and common fundus diseases with a knowledge-rich vision-language model

Meng Wang, Tian Lin, Aidi Lin, Kai Yu, Yuanyuan Peng, Lianyu Wang, Cheng Chen, Ke Zou, Huiyu Liang, Man Chen, Xue Yao, Meiqin Zhang, Binwei Huang, Chaoxin Zheng, Peixin Zhang, Wei Chen, Yilong Luo, Yifan Chen, Honghe Xia, Tingkun Shi, Qi Zhang, Jinming Guo, Xiaolin Chen, Jingcheng Wang, Yih Chung Tham, Dianbo Liu, Wendy Wong, Sahil Thakur, Beau J. Fenner, Danqi Fang, Siying Liu, Qingyun Liu, Yuqiang Huang, Hongqiang Zeng, Yanda Meng, Yukun Zhou, Zehua Jiang, Minghui Qiu, Changqing Zhang, Xinjian Chen, Sophia Y. Wang, Cecilia S. Lee, Lucia Sobrin, Carol Y. Cheung, Chi Pui Pang, Pearse A. Keane, Ching-Yu Cheng, Haoyu Chen, Huazhu Fu

Open source

DOI
10.1038/s41467-025-60577-9
Published
2025-07-01
Container
Nature Communications
Publisher
Springer Science and Business Media LLC
Open access
unknown

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Cite this work

BibTeX

@article{allodium:10.1038/s41467-025-60577-9,
  title = {Enhancing diagnostic accuracy in rare and common fundus diseases with a knowledge-rich vision-language model},
  author = {Meng Wang and Tian Lin and Aidi Lin and Kai Yu and Yuanyuan Peng and Lianyu Wang and Cheng Chen and Ke Zou and Huiyu Liang and Man Chen and Xue Yao and Meiqin Zhang and Binwei Huang and Chaoxin Zheng and Peixin Zhang and Wei Chen and Yilong Luo and Yifan Chen and Honghe Xia and Tingkun Shi and Qi Zhang and Jinming Guo and Xiaolin Chen and Jingcheng Wang and Yih Chung Tham and Dianbo Liu and Wendy Wong and Sahil Thakur and Beau J. Fenner and Danqi Fang and Siying Liu and Qingyun Liu and Yuqiang Huang and Hongqiang Zeng and Yanda Meng and Yukun Zhou and Zehua Jiang and Minghui Qiu and Changqing Zhang and Xinjian Chen and Sophia Y. Wang and Cecilia S. Lee and Lucia Sobrin and Carol Y. Cheung and Chi Pui Pang and Pearse A. Keane and Ching-Yu Cheng and Haoyu Chen and Huazhu Fu},
  year = {2025},
  journal = {Nature Communications},
  doi = {10.1038/s41467-025-60577-9},
  url = {https://doi.org/10.1038/s41467-025-60577-9}
}

RIS

TY  - JOUR
TI  - Enhancing diagnostic accuracy in rare and common fundus diseases with a knowledge-rich vision-language model
AU  - Meng Wang
AU  - Tian Lin
AU  - Aidi Lin
AU  - Kai Yu
AU  - Yuanyuan Peng
AU  - Lianyu Wang
AU  - Cheng Chen
AU  - Ke Zou
AU  - Huiyu Liang
AU  - Man Chen
AU  - Xue Yao
AU  - Meiqin Zhang
AU  - Binwei Huang
AU  - Chaoxin Zheng
AU  - Peixin Zhang
AU  - Wei Chen
AU  - Yilong Luo
AU  - Yifan Chen
AU  - Honghe Xia
AU  - Tingkun Shi
AU  - Qi Zhang
AU  - Jinming Guo
AU  - Xiaolin Chen
AU  - Jingcheng Wang
AU  - Yih Chung Tham
AU  - Dianbo Liu
AU  - Wendy Wong
AU  - Sahil Thakur
AU  - Beau J. Fenner
AU  - Danqi Fang
AU  - Siying Liu
AU  - Qingyun Liu
AU  - Yuqiang Huang
AU  - Hongqiang Zeng
AU  - Yanda Meng
AU  - Yukun Zhou
AU  - Zehua Jiang
AU  - Minghui Qiu
AU  - Changqing Zhang
AU  - Xinjian Chen
AU  - Sophia Y. Wang
AU  - Cecilia S. Lee
AU  - Lucia Sobrin
AU  - Carol Y. Cheung
AU  - Chi Pui Pang
AU  - Pearse A. Keane
AU  - Ching-Yu Cheng
AU  - Haoyu Chen
AU  - Huazhu Fu
PY  - 2025
JO  - Nature Communications
DO  - 10.1038/s41467-025-60577-9
UR  - https://doi.org/10.1038/s41467-025-60577-9
ER  -

APA

Wang, M., Lin, T., Lin, A., Yu, K., Peng, Y., Wang, L., Chen, C., Zou, K., Liang, H., Chen, M., Yao, X., Zhang, M., Huang, B., Zheng, C., Zhang, P., Chen, W., Luo, Y., Chen, Y., Xia, H., Shi, T., Zhang, Q., Guo, J., Chen, X., Wang, J., Tham, Y. C., Liu, D., Wong, W., Thakur, S., Fenner, B. J., Fang, D., Liu, S., Liu, Q., Huang, Y., Zeng, H., Meng, Y., Zhou, Y., Jiang, Z., Qiu, M., Zhang, C., Chen, X., Wang, S. Y., Lee, C. S., Sobrin, L., Cheung, C. Y., Pang, C. P., Keane, P. A., Cheng, C., Chen, H., & Fu, H. (2025). Enhancing diagnostic accuracy in rare and common fundus diseases with a knowledge-rich vision-language model. Nature Communications. https://doi.org/10.1038/s41467-025-60577-9

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