Huazhu FU

Recent News:

Professional Activities:

• Memberships:
  • IEEE Senior Member.
  • Member of the IEEE Bio Imaging and Signal Processing Technical Committee (BISP TC).
• Associate Editor:
  • IEEE Transactions on Medical Imaging (IEEE TMI), 2020 - present.
  • IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2022 - present.
  • IEEE Journal of Biomedical and Health Informatics (IEEE JBHI), 2020 - present.
  • IEEE Transactions on Artificial Intelligence (IEEE TAI), 2023 - present.
  • Scientific Reports, 2021 - present.
• Guest Editor:
  • IEEE JBHI, Special Issue on “Foundation Models in Medical Imaging”, 2023. [Link]
  • IEEE TMI, Special Issue on “Geometric Deep Learning in Medical Imaging”, 2022. [Link]
  • IEEE JBHI, Special Issue on “Generative Adversarial Networks in Biomedical Image Computing”, 2021. [Link]
  • IEEE JBHI, Special Issue on “Ophthalmic Image Analysis and Informatics”, 2020. [Link]
• Area Chair/Senior-PC:
  • MICCAI (2021-2023), IJCAI (2021), ACM MM (2024), AAAI (2022), MIDL (2022-2023), ICIP (2022-2023), BHI (2022), ICASSP (2023), ISBI (2023).
• Challenge Organizer:
  • "ATLAS: A Tumor and Liver Automatic Segmentation" with the MICCAI 2023. [Link]
  • "STAGE: Structural-Functional Transition in Glaucoma Assessment" with the MICCAI 2023. [Link]
  • "GOALS: Glaucoma Oct Analysis and Layer Segmentation" with the MICCAI 2022. [Link]
  • "GAMMA: Glaucoma Grading from Multi-Modality Images Challenge" with the MICCAI 2021. [Link] [Summary Paper]
  • "REFUGE2: 2nd Retinal Fundus Glaucoma Challenge" with the MICCAI 2020. [Link] [Summary Paper]
  • "ADAM: Automatic Detection challenge on Age-related Macular degeneration" with the ISBI 2020. [Link] [Summary Paper]
  • "AGE: Angle closure Glaucoma Evaluation Challenge" with the MICCAI 2019. [Link] [Summary Paper]
  • "PALM: PathologicAL Myopia detection from retinal images" with the ISBI 2019. [Link] [Data Summary]
  • "REFUGE: Retinal Fundus Glaucoma Challenge" with the MICCAI 2018. [Link] [Summary Paper]
• Workshop Chair:
  • MICCAI Workshop on Ophthalmic Medical Image Analysis (OMIA), 2018 - 2023. [Link]
  • MICCAI Workshop on Resource-Efficient Medical Image Analysis (REMIA), 2022-2023. [Link]

Recognitions:

• 2023: Achievement Award of 2023 TOP 100 Benchmarks & Evaluation by International Open Benchmark Council.
• 2023: Best Paper Award of Distributed, Collaborative and Federated Learning (DeCAF) Workshop in MICCAI.
• 2021-2023: Top 2% Scientists Worldwide, identified by Stanford University (in category Artificial Intelligence & Image Processing). [Link]
• 2022: Best Paper Award of Ophthalmic Medical Image Analysis (OMIA) Workshop in MICCAI.
• 2022: Best Paper Runner-up Award of Resource-Efficient Medical Image Analysis (REMIA) Workshop in MICCAI.
• 2021: Best Paper Award in IEEE International Conference on Multimedia & Expo (ICME). [Link]
• 2021: Finalist of the Young Scientist Publication Impact Award in MICCAI.
• 2021: Most Influential Paper (Application) Award in Jittor Developer Conference.
• 2020-2022: IEEE TMI Distinguished Reviewer Gold Level.
• 2021: Outstanding Reviewer in CVPR.
• 2014 China Computer Federation (CCF) Outstanding Dissertation Nomination. [Link]

Highlighted Publications:

• ⚡"Uncertainty-inspired Open Set Learning for Retinal Anomaly Identification",
  M. Wang, T. Lin, L. Wang, ..., H. Chen, and H. Fu,
  Nature Communications, 2023. [Code]
• ⚡"Federated Benchmarking of Medical Artificial Intelligence with MedPerf",
  A. Karargyris, R. Umeton, ..., H. Fu, ..., 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, ..., H. Fu, ..., 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 (IEEE TPAMI), 2023. [Code]
• "Transformers in Medical Imaging: A Survey",
  F. Shamshad, S. Khan, S. W.s Zamir, M. H. Khan, M. Hayat, F. S. Khan, and H. Fu,
  Medical Image Analysis (MedIA), 2023. [Project] (ESI Highly Cited Paper)
• "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 (IEEE TPAMI), 2023. [Code] (ESI Highly Cited Paper)
• "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 (IEEE TPAMI), 2023. (ESI Highly Cited Paper)
• "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 (IEEE TPAMI), 2022. [Chinese version] [Code] (ESI Highly Cited Paper)
• "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 (IEEE TPAMI), 2022. [Project] (ESI Highly Cited Paper)
• "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 (IEEE TPAMI), 2022. [Code] (ESI Highly Cited Paper)
• "Applications of Deep Learning in Fundus Images: A Review",
  T. Li, W. Bo, C. Hu, H. Kang, H. Liu, K. Wang, and H. Fu,
  Medical Image Analysis (MedIA), 2021. [Project] (ESI Highly Cited Paper)
• "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 (IEEE TPAMI), 2020. [Code] [Data] (ESI Highly Cited Paper)

Major Research Grants:

• Principal Investigator (2022-2025), "Robust and Trustworthy AI system for Multi-modality Healthcare", A*STAR SERC Central Research Fund.
• Principal Investigator (2022-2024): "Efficient and Robust Federated (Un)Learning for Utilizing Large Model on Resource-limited Clients", A*STAR Career Development Fund.
• Principal Investigator (2022-2023): "Trustworthy and Data-efficient Multi-modality Learning for Healthcare", A*STAR AI3 HTPO Seed Fund.
• Co-PI (2023-2025): "Development of Stable Robust and Secure Intelligent Systems for Autonomous Vehicles", AISG Grand Challenge in Robust AI Funding.
• Co-PI (2022-2025): "SmartRx: Safe Medication Management Platform Augmented by ARTificial Intelligence for Prescribers [Rx]", AISG Technology Challenge Funding.
• Co-PI (2022-2025): "RAPIER - Radiology Pathology Information Exchange Resource", AISG Technology Challenge Funding.