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北京大学计算机研究所多媒体信息处理研究室
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北京大学多媒体信息处理研究室:新闻



Huangbiao     Xu  [中文版]



Bachelor Intern

Multimedia Information Processing Lab

Wangxuan Institute of Computer Technology

Peking University

No. 128, Zhong-Guan-Cun North Street

Beijing 100080, China

E-mail: huangbiaoxu.chn@gmail.com
















Research Directions

  • Multimodal Video Understanding
  • Fine-Grained Human Motion Analysis
  • Low-Level Vision

Education

  • Ph.D. Candidate: Computer Science and Technology, College of Computer and Data Science, Fuzhou University, 2023-Now
  • Master of science: Artificial Intelligence, College of Computer and Data Science, Fuzhou University, 2021-2023
  • Bachelor of science: Computer Science and Technology, College of Mathematics and Computer Science, Fuzhou University, 2017-2021

Awards

  • 2025     China Association for Science and Technology (CAST) Special Program for Doctoral Students under the Young Science and Technology Talent Cultivation Project
  • 2025     National Scholarship
  • 2023     First Prize, 19th National Postgraduate Mathematical Modeling Competition
  • 2023     Second Prize, 13th Cross-Strait Information Service Innovation Competition
  • 2022     Second Prize, 12th Cross-Strait Information Service Innovation Competition
  • 2022     Bronze Award, 9th Fujian Province “Internet+” Innovation and Entrepreneurship Competition
  • 2022     Provincial Third Prize, University Major Rising Star Challenge Competition
  • 2017–2021     National Inspirational Scholarship, Fujian Province Youth Volunteer

Publication

  1. Huangbiao Xu, Huanqi Wu, Xiao Ke* and Yuxin Peng*, "LIMSSR: LLM-Driven Sequence-to-Score Reasoning under Training-Time Incomplete Multimodal Observations", Forty-Third International Conference on Machine Learning (ICML), Seoul, South Korea, Jul. 06-11, 2026. (Spotlight, 2.2%) (Accept)
  2. Yaru Su, Chaowei Huang, Huangbiao Xu and Xiao Ke*, "LaRA-Fusion: Latent-Robust Adaptation via Dual-Loop Constraints for Infrared and Visible Image Fusion", Forty-Third International Conference on Machine Learning (ICML), Seoul, South Korea, Jul. 06-11, 2026. (Accept)
  3. Huangbiao Xu, Huanqi Wu, Xiao Ke*, Junyi Wu, Rui Xu, Jinglin Xu, "MCMoE: Completing Missing Modalities with Mixture of Experts for Incomplete Multimodal Action Quality Assessment", 40th AAAI Conference on Artificial Intelligence (AAAI), Singapore, Jan. 20-27, 2026.
  4. Huanqi Wu†, Huangbiao Xu† and Xiao Ke*, "The Devil in the Stego Image: Far from Being Usable in Real-World Scenarios", The 33rd ACM International Conference on Multimedia (ACM MM), Dublin, Ireland, Oct. 27-31, 2025.
  5. Yuezhou Li, Yuzhen Niu*, Huangbiao Xu, Hui Da, Rui Xu and Wenxi Liu, "IPCMoE: Integrating Perceptual Cues with Mixture-of-Experts for Joint Low-Light Image Enhancement and Deblurring", The 33rd ACM International Conference on Multimedia (ACM MM), Dublin, Ireland, Oct. 27-31, 2025.
  6. Huangbiao Xu, Xiao Ke*, Huanqi Wu, Rui Xu, Yuezhou Li and Wenzhong Guo, "Language-Guided Audio-Visual Learning for Long-Term Sports Assessment", 38th IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR), Nashville, TN, USA, June 11-15, 2025.
  7. Rui Xu, Yuzhen Niu*, Yuezhou Li, Huangbiao Xu, Wenxi Liu and Yuzhong Chen, "URWKV: Unified RWKV Model with Multi-state Perspective for Low-light Image Restoration", 38th IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR), Nashville, TN, USA, June 11-15, 2025.
  8. Huangbiao Xu, Xiao Ke*, Huanqi Wu, Rui Xu, Yuezhou Li, Peirong Xu and Wenzhong Guo, "DanceFix: An Exploration in Group Dance Neatness Assessment through Fixing Abnormal Challenges of Human Pose", 39th AAAI Conference on Artificial Intelligence (AAAI), Philadelphia, PA, USA, Feb. 25-Mar. 4, 2025.
  9. Huangbiao Xu, Huanqi Wu, Xiao Ke*, Yuezhou Li, Rui Xu and Wenzhong Guo, "Quality-Guided Vision-Language Learning for Long-Term Action Quality Assessment", IEEE Transactions on Multimedia (TMM), 2025.
  10. Xinyi Lai, Xiao Ke*, Huangbiao Xu, Shanghui Wu and Wenzhong Guo, "MSP: Multimodal Self-Attention Prompt Learning", IEEE Transactions on Image Processing (TIP), 2025.
  11. Chaowei Huang, Yaru Su, Huangbiao Xu and Xiao Ke*, "Progressive Modality-Adaptive Interactive Network for Multi-Modality Image Fusion", Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI), Montreal, Canada, Aug. 16-22, 2025.
  12. Yuzhen Niu, Xiaofeng Lin, Huangbiao Xu, Rui Xu and Yuzhong Chen*, "Collaboratively enhanced and integrated detail-context information for low-light image enhancement", Pattern Recognition (PR), 2025.
  13. Huangbiao Xu, Xiao Ke*, Yuezhou Li, Rui Xu, Huanqi Wu, Xiaofeng Lin and Wenzhong Guo, "Vision-Language Action Knowledge Learning for Semantic-Aware Action Quality Assessment", 18th European Conference on Computer Vision (ECCV), Milan, Italy, Sep. 29-Oct. 4, 2024.
  14. Xiao Ke, Huangbiao Xu*, Xiaofeng Lin and Wenzhong Guo, "Two-Path Target-Aware Contrastive Regression for Action Quality Assessment", Information Sciences (Inf. Sci.), 2024.
  15. Rui Xu, Yuezhou Li*, Yuzhen Niu, Huangbiao Xu, Yuzhong Chen and Tiesong Zhao, "Bilateral Interaction for Local-Global Collaborative Perception in Low-Light Image Enhancement", IEEE Transactions on Multimedia (TMM), 2024.

Personal Interests

  • Badminton

北京大学王选计算机研究所多媒体信息处理研究室