An intelligent decision-making system integrating knowledge and data for image-based medical diagnosis.

Man Hu 0003 Capital Medical University, Department of Ophthalmology, Beijing, China Beijing Tongren Hospital, Beijing Tongren Eye Center, China https://orcid.org/0000-0003-0350-4071 Man Hu Man Hu 0001 Beijing Electronic Science and Technology Institute, Department of Electronic and Communication Engineering, Beijing, China https://orcid.org/0000-0003-2962-7352 Man Hu 0002 Southwest University, College of Engineering and Technology, Chongqing, China University of Science and Technology, Beijing, China https://orcid.org/0000-0002-4491-5128

Yongli Xu Hanruo Liu Wenxuan Zhang Run Sun Fan Meng Huaizhou Wang Shuai Lu 0003 Jie He Robert N. Weinreb Li Li Ningli Wang Man Hu 0003 An intelligent decision-making system integrating knowledge and data for image-based medical diagnosis. 274 2025 December 12 J. Big Data 1 https://doi.org/10.1186/s40537-025-01322-3 db/journals/jbd/jbd12.html#XuLZSMWLHWLWH25 streams/journals/jbd

Yongli Xu Fan Meng Hao Yang 0008 Shuai Lu 0003 Haihui Wang Man Hu 0003 E-Net: a novel deep learning framework integrating expert knowledge for glaucoma optic disc hemorrhage segmentation. 41207-41224 2023 November 82 Multim. Tools Appl. 26 https://doi.org/10.1007/s11042-023-15174-7 db/journals/mta/mta82.html#XuMYLWH23

Yongli Xu Man Hu 0003 Hanruo Liu Hao Yang 0008 Huaizhou Wang Shuai Lu 0003 Tianwei Liang Xiaoxing Li Mai Xu Liu Li 0001 Huiqi Li Xin Ji Zhijun Wang Li Li Robert N. Weinreb Ningli Wang A hierarchical deep learning approach with transparency and interpretability based on small samples for glaucoma diagnosis. 2021 4 npj Digit. Medicine https://doi.org/10.1038/s41746-021-00417-4 db/journals/npjdm/npjdm4.html#XuHLYWLLLXLLJWL21

Shuai Lu 0003 Man Hu 0003 Ruirui Li 0001 Yong-Li Xu A Novel Adaptive Weighted Loss Design in Adversarial Learning for Retinal Nerve Fiber Layer Defect Segmentation. 132348-132359 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.3009442 db/journals/access/access8.html#LuHLX20

Yongli Xu Shiyuan Ke Yi Yang Man Hu 0003 Shared Feature Learning Based on Prior Information for Glaucoma Diagnosis. 1453-1457 2019 9 J. Medical Imaging Health Informatics 7 https://doi.org/10.1166/jmihi.2019.2743 https://www.wikidata.org/entity/Q127578920 db/journals/jmihi/jmihi9.html#XuKYH19

Jie He Xin Ji Shiyuan Ke Huiqi Li Li Li Liu Li 0001 Ruirui Li 0001 Xiaoxing Li Tianwei Liang Hanruo Liu Shuai Lu 0003 Fan Meng Run Sun Haihui Wang Huaizhou Wang Ningli Wang Zhijun Wang Robert N. Weinreb Mai Xu Yong-Li XuYongli Xu Hao Yang 0008 Yi Yang Wenxuan Zhang