Hongyu Qu (瞿宏谕)

PHD Candidate

School of Computer Science and Engineering
Nanjing University of Science and Technology

Email: quhongyu@njust.edu.cn
[Google Scholar] [Github]

Biography

I am currently a second-year PHD candidate at Intelligent Media Analysis Group, School of Computer Science and Engineering, Nanjing University of Science and Technology, supervised by Prof. Xiangbo Shu. My research interests mainly focus on Human Behavior Understanding, Embodied AI, and Data-efficient Learning. I’m also fortunate to be co-advised by Prof. Shuicheng Yan from NUS and Prof. Wenguan Wang from ZJU. Please feel free to contact me via Email or WeChat.

News

Selected Publications [Full List] (^Co-first author; *Corresponding author)

 

Learning Clustering-based Prototypes for Compositional Zero-shot Learning

Hongyu Qu, Jianan Wei, Xiangbo Shu*, Wenguan Wang
International Conference on Learning Representations (ICLR), 2025.
[Paper]

 

OmniGaze: Reward-inspired Generalizable Gaze Estimation in the Wild

Hongyu Qu, Jianan Wei, Xiangbo Shu*, Yazhou Yao, Wenguan Wang*, Jinhui Tang
Annual Conference on Neural Information Processing Systems (NeurIPS), 2025.
[Paper]

 

MVP-Shot: Multi-Velocity Progressive-Alignment Framework for Few-Shot Action Recognition

Hongyu Qu, Rui Yan, Xiangbo Shu*, Hailiang Gao, Peng Huang, Guosen Xie
IEEE Transactions on Multimedia (TMM), 2025.
[Paper]

 

TEST-V: TEst-time Support-set Tuning for Zero-shot Video Classification

Rui Yan, Jin Wang^, Hongyu Qu, Xiaoyu Du, Dong Zhang, Jinhui Tang, Tieniu Tan
International Joint Conference on Artificial Intelligence (IJCAI), 2025.
[Paper]

 

Reliable and Diverse Hierarchical Adapter for Zero-shot Video Classification

Wenxuan Ge, Peng Huang^, Rui Yan*, Hongyu Qu, Guosen Xie, Xiangbo Shu*
International Joint Conference on Artificial Intelligence (IJCAI), 2025.
[Paper]

 

Hierarchical Motion-Enhanced Matching Framework for Few-shot Action Recognition

Hailiang Gao, Guosen Xie, Rui Yan, Qiongjie Cui, Hongyu Qu, Xiangbo Shu*
IEEE Transactions on Multimedia (TMM), 2024.
[Paper]

 

DTS-TPT: Dual Temporal-Sync Test-time Prompt Tuning for Zero-shot Activity Recognition

Rui Yan, Hongyu Qu^, Xiangbo Shu, Wenbin Li*, Jinhui Tang, Tieniu Tan
International Joint Conference on Artificial Intelligence (IJCAI), 2024.
[Paper]

 

CLEGAN: Toward Low-Light Image Enhancement for UAVs via Self-Similarity Exploitation

Ling Xing, Hongyu Qu^, Sheng Xu*, Yao Tian
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023.
[Paper]

Professional Services

Journal Reviewer:

  • IEEE Transactions on Information Forensics and Security (TIFS)
  • IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
  • IEEE Transactions on Multimedia (TMM)
  • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
  • The Visual Computer (TVCJ)

Conference Reviewer:

  • Annual Conference on Neural Information Processing Systems (NeurIPS 2025)
  • International Conference on Learning Representations (ICLR 2025-2026)
  • AAAI Conference on Artificial Intelligence (AAAI 2026)
  • International Joint Conference on Artificial Intelligence (IJCAI 2025)
  • ACM International Conference on Multimedia (ACM MM 2025)
  • EEE International Conference On Multimedia & Expo (ICME 2025)