Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore.
Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore.
Email: lywang12@nus.edu.sg, lywang12@126.com
Biography
I am a Research Fellow at Nanjing University of National University of Singapore.
I received my PhD from Nanjing University of Aeronautics and Astronautics in Mar. 2026.
My research interests:
AI for Healthcare: ⚡Medical Image Analysis, ⚡Medical Vision-Language Model, ⚡Medical Foundation Model
Emerging AI Applications: ⚡Model Intellectual Property Protection
News
[03/2026] One paper was accepted by CVPR 2026.
[08/2025] One paper was accepted by Pattern Recognition.
[05/2025] One paper was accepted by IEEE Transactions on Medical Imaging.
[05/2025] One paper was accepted by Nature Communications.
[02/2025] One paper was accepted by CVPR 2025.
[08/2024] One paper was accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence.
[06/2024] One paper was accepted by IEEE Transactions on Big Data.
[02/2024] Two paper was accepted by ISBI 2024.
[10/2023] One paper was accepted by Nature Communications.
Lianyu Wang, Meng Wang, Huazhu Fu, and Daoqiang Zhang. Authorize-on-Demand: Dynamic Authorization with Legality-Aware Intellectual Property Protection for VLMs. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026), 2026.
Lianyu Wang, Meng Wang, Huazhu Fu, and Daoqiang Zhang. Vision-Language Model IP Protection via Prompt-based Learning. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), 2025: 9497-9506.
Lianyu Wang, Meng Wang, Huazhu Fu, and Daoqiang Zhang. Say No to Freeloader: Protecting Intellectual Property of Your Deep Model. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024, 46(12): 11073-11086.
Lianyu Wang, Meng Wang, Daoqiang Zhang, and Huazhu Fu. Model Barrier: A Compact Un-Transferable Isolation Domain for Model Intellectual Property Protection. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2023), 2023: 20475-20484.
Meng Wang, Tian Lin, Lianyu Wang, Aidi Lin, Ke Zou, Xinxing Xu, Yi Zhou, Yuanyuan Peng, Qingquan Meng, Yiming Qian, Guoyao Deng, Zhiqun Wu, Junhong Chen, Jianhong Lin, Mingzhi Zhang, Weifang Zhu, Changqing Zhang, Daoqiang Zhang, Rick Siow Mong Goh, Yong Liu, Chi Pui Pang, Xinjian Chen, Haoyu Chen, Huazhu Fu. Uncertainty-inspired Open Set Learning for Retinal Anomaly Identification. Nature Communications, 2023, 14(1): 6757. (Co-First Author)
Meng Wang, Lianyu Wang , Xinxing Xu, Ke Zou, Yiming Qian, Rick Siow Mong Goh, Yong Liu, and Huazhu Fu. Federated Uncertainty-Aware Aggregation for Fundus Diabetic Retinopathy Staging. Medical Image Computing and Computer Assisted Intervention–MICCAI 2023, vol 14221.Springer, Cham. (Co-First Author)
Yingli Zuo, Lianyu Wang , Jianxin Liu, Shichang Feng, Yuling Wang, Qi Zhu, Wei Shao and Daoqiang Zhang. TAFL: Task-Agnostic Feature Learner for Efficient Adaptation to Unseen Clinical Tasks Based on Whole-Slide Histopathological Images. IEEE Transactions on Medical Imaging, 2025, 44(11): 4363 - 4376. (Co-First Author)
Lianyu Wang, Meng Wang, Daoqiang Zhang, and Huazhu Fu. Unsupervised domain adaptation via style-aware self-intermediate domain. Pattern Recognition, 2025: 112344.
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 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 Lee, Lucia Sobrin, Carol Cheung, Chi Pui PANG, Pearse A. Keane, Haoyu Chen, and Huazhu Fu. Enhancing diagnostic accuracy in rare and common fundus diseases with a knowledge-rich vision-language model. Nature Communications, 2025, 16(1): 5528.
Honors & Awards
Scholarships for postgraduate studies at Nanjing University of Aeronautics and Astronautics, 2022-2023, 2023-2024.
Suzhou Industrial Park Scholarship, Dec. 2023.
Scholarships for postgraduate studies at Soochow University, 2019-2020, 2020-2021, 2021-2022.
Professional Activities
Conference/Journal Reviews:
1. Conference on Neural Information Processing Systems (NeurIPS)
2. Conference on Computer Vision and Pattern Recognition
3. ACM Computing Surveys
4. IEEE Transactions on Information Forensics and Security (TIFS)
5. IEEE Transactions on Medical Imaging (TMI)
6. Journal of Biomedical and Health Informatics (JBHI)
7. Pattern Recognition (PR)
8. BMJ Open Ophthalmology
9. Medical Physics
