Huazhu FU

Principal Scientist
Institute of High Performance Computing (IHPC)
Agency for Science, Technology and Research (A*STAR), Singapore.

Email: hzfu(AT)ieee(DOT)org

[Recent News] - [Professional Activities] - [Highlighted Publications] - [Recognitions & Awards] - [Google Scholar]
My research focuses on:

Recent News:


Professional Activities:

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Highlighted Publications:

Full publication list: [Google Scholar]

"Enhancing Diagnostic Accuracy in Rare and Common Fundus Diseases with a Knowledge-Rich Vision-Language Model",
M. Wang, T. Lin, A. Lin, K. Yu, ......, C.-Y. Cheng, H. Chen, and H. Fu,
Nature Communications, 2025. [Code]

"An Eyecare Foundation Model for Clinical Assistance: a Randomized Controlled Trial",
Y. Wu, B. Qian, T. Li, Y. Qin,......, H. Fu, ......, T. Y. Wong, and B. Sheng,
Nature Medicine, 2025. [Code]

"Uncertainty-aware Medical Diagnostic Phrase Identification and Grounding",
K. Zou, Y. Bai, B. Liu, Y. Chen, Z. Chen, Y. Zhou, X. Yuan, M. Wang, X. Shen, X. Cao, Y. C. Tham, and, H. Fu,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025. [Code]

"Neovascularization Segmentation via a Multilateral Interaction-Enhanced Graph Convolutional Network",
T. Chen, D. Zhang, D. Chen, H. Fu, K. Jin, S. Wang, L. D. Cohen, Y. Zhao, Q. Yi, and J. Zhang,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025. [Code]

"Enhancing Al Reliability: A Foundation Model with Uncertainty Estimation for Optical Coherence Tomography based Retinal Diseases Diagnosis",
Y. Peng, A. Lin, M. Wang, T. Lin, ......, C.-Y. Cheng, H. Fu, and H. Chen,
Cell Reports Medicine, 2024. [Code]

"Say No to Freeloader: Protecting Intellectual Property of Your Deep Model",
L. Wang, M. Wang, H. Fu, and D. Zhang,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024. [Code]

"Structure Unbiased Adversarial Model for Medical Image Translation",
T. Zhang, S. Zheng, J. Cheng, X. Jia, J. Bartlett, X. Cheng, Z. Qiu, H. Fu, J. Liu, A. Leonardis, and J. Duan,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024. [Online Demo]

"Early Detection of Dementia through Retinal Imaging and Trustworthy AI",
J. Hao, W. Kwapong, T. Shen, H. Fu, ......, S. Zhang, H. Qi, and Y. Zhao,
npj Digital Medicine, 2024. [Code]

"Uncertainty-inspired Open Set Learning for Retinal Anomaly Identification",
M. Wang, T. Lin, L. Wang, A. Lin, ......, X. Chen, H. Chen, and H. Fu,
Nature Communications, 2023. [Code]

"Federated Benchmarking of Medical Artificial Intelligence with MedPerf",
A. Karargyris, R. Umeton, M. J. Sheller, ......, H. Fu, ......, J. M. Johnson, S. Bakas, and P. Mattson,
Nature Machine Intelligence, 2023. [Code]

"Spatially informed clustering, integration, and deconvolution of spatial transcriptomics with GraphST",
Y. Long, K. S. Ang, M. Li, ......, H. Fu, ......, L. Liu, and J. Chen,
Nature Communications, 2023. [Code]

"GCoNet+: A Stronger Group Collaborative Co-Salient Object Detector",
P. Zheng, H. Fu, D.-P. Fan, Q. Fan, J. Qin, Y.-W. Tai, C.-K. Tang, and L. V. Gool,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023. [Code]

"Trusted Multi-View Classification with Dynamic Evidential Fusion",
Z. Han, C. Zhang, H. Fu, and J. T. Zhou,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023. [Code]

"Consistency and Diversity induced Human Motion Segmentation",
T. Zhou, H. Fu, C. Gong, L. Shao, F. Porikli, H. Ling, and J. Shen,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023.

"Re-thinking Co-Salient Object Detection",
D.-P. Fan, T. Li, Z. Lin, G.-P. Ji, D. Zhang, M.-M. Cheng, H. Fu, and J. Shen,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022. [Code]

"Salient Object Detection in the Deep Learning Era: An In-Depth Survey",
W. Wang, Q. Lai, H. Fu, J. Shen, H. Ling, and R. Yang,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022. [Project]

"Deep Partial Multi-View Learning",
C. Zhang, Y. Cui, Z. Han, J. T. Zhou, H. Fu, and Q. Hu,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022. [Code]

"Generalized Latent Multi-view Subspace Clustering",
C. Zhang, H. Fu, Q. Hu, X. Cao, Y. Xie, D. Tao, and D. Xu,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020. [Code] [Data]

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Recognitions & Awards:

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