Hongyu Qu

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

If you are interested in collaboration or wish to get in touch with me, please feel free to contact me via Email or WeChat. (any question/suggestion/collaboration)
[02/2026] One paper is accepted by CVPR 2026.
[02/2026] One paper is accepted by IEEE TPAMI.
[10/2025] One paper is accepted by IEEE TCSVT.
[09/2025] One paper is accepted by NeurIPS 2025.
[04/2025] Two paper is accepted by IJCAI 2025.
[01/2025] One paper is accepted by ICLR 2025.
[12/2024] One paper is accepted by IEEE TMM.
[08/2024] One paper is accepted by IEEE TMM.
[03/2024] One paper is accepted by IJCAI 2024.
[05/2023] One paper is accepted by IEEE TGRS.

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

Spatio-temporal Decoupled Knowledge Compensator for Few-Shot Action Recognition

Hongyu Qu, Xiangbo Shu*, Rui Yan, Hailiang Gao, Wenguan Wang, Jinhui Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2026.
[Paper]

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]
	Condensed Test-Time Adaptation of VLMs for Action Recognition Wenxuan Ge, Hongyu Qu^, Rui Yan, Guosen Xie, Yazhou Yao, Xiangbo Shu, Jinhui Tang IEEE Conference on Computer Vision and Pattern Recognition (CVPR*), 2026. [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]

Locality-aware cross-modal correspondence learning for dense audio-visual events localization

Ling Xing, Hongyu Qu, Rui Yan*, Xiangbo Shu, Jinhui Tang
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 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]

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)
Neurocomputing
The Visual Computer (TVCJ)
Information Sciences

Conference Reviewer:

IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2026)
International Conference on Machine Learning (ICML 2026)
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 2025-2026)
ACM International Conference on Multimedia (ACM MM 2025-2026)