I’m a second year Ph.D. student in Shanghai Jiao Tong University, where I also received B.S. and spent two years for M.S. in computer science, under the supervision of Prof. Cewu Lu and Yong-Lu Li. My research interests are data-efficient AI and fine-grained object concept reasoning for embodied agents.

News

• [2024-07] Two papers are accepted to ECCV’24 (efficient dataset distillation and visual reasoning)! Related materials will come soon.
• [2024-05] Our paper on multimodal dataset distillation is accepted to ICML’24. The code is available now!
• [2024-03] Initiated a research tutorial for RHOS newcomers (RHOS科研手册), which will be co-maintained by the whole RHOS group. You may find inspiration whether you are a beginner or a senior/dàlǎo in CV or robotics.
• [2024-02] Our paper on video dataset distillation is accepted to CVPR’24.
• [2023-09] I’m TA-ing CS348 Computer Vision. Congratulations to all the four groups for their outstanding projects within a limited time, which are accepted to academic conferences! (Check them out: Group A B C D)
• [2023-07] Two papers on object learning (OCL, EgoPCA) are accepted to ICCV’23.
• [2023-05] Please check our latest work on efficient dataset distillation (arXiv).
• [2022-12] We release the project OCL. (Updated on 2023-07) the code and data are also available.
• [2022-12] HAKE is accepted by TPAMI.
• [2022-10] I’m a project tutor for CS348 Computer Vision.
• [2022-07] One paper is accepted to ECCV’22. (DLSA).
• [2021-10] An extention work of CVPR 2020 paper SymNet is accepted by TPAMI.
• [2020-07] Graduates from SJTU with honors degree.
• [2020-02] Two coauthored papers are accepted to CVPR’20. (SymNet and PaStaNet)
• [2019-06] Our project HAKE: Human Activity Knowledge Engine is officially released.

Publications

* = equal contribution

Distill Gold from Massive Ores: Bi-level Data Pruning towards Efficient Dataset Distillation
Yue Xu, Yong-Lu Li, Kaitong Cui, Ziyu Wang, Cewu Lu, Yu-Wing Tai, Chi-Keung Tang
ECCV 2024 Resources coming soon.

Take A Step Back: Rethinking the Two Stages in Visual Reasoning
Mingyu Zhang*, Jiting Cai*, Mingyu Liu, Yue Xu, Cewu Lu, Yong-Lu Li
ECCV 2024 Resources coming soon.

Low-Rank Similarity Mining for Multimodal Dataset Distillation
Yue Xu, Zhilin Lin, Yusong Qiu, Cewu Lu, Yong-Lu Li
ICML 2024 Paper Code

Dancing with Still Images: Video Distillation via Static-Dynamic Disentanglement
Ziyu Wang*, Yue Xu*, Cewu Lu, Yong-Lu Li
CVPR 2024 Website Paper Code

EgoPCA: A New Framework for Egocentric Hand-Object Interaction Understanding
Yue Xu, Yong-Lu Li, Zhemin Huang, Michael Xu Liu, Cewu Lu, Yu-Wing Tai, Chi-Keung Tang
ICCV 2023 Paper Code

Beyond Object Recognition: A New Benchmark towards Object Concept Learning
Yong-Lu Li, Yue Xu, Xinyu Xu, Xiaohan Mao, Yuan Yao, Siqi Liu, Cewu Lu
ICCV 2023 Website Paper

Hake: a knowledge engine foundation for human activity understanding
Yong-Lu Li, Xinpeng Liu, Xiaoqian Wu, Yizhuo Li, Zuoyu Qiu, Liang Xu, Yue Xu, Hao-Shu Fang, Cewu Lu
TPAMI Website Paper

Constructing Balance from Imbalance for Long-tailed Image Recognition
Yue Xu*, Yong-Lu Li*, Jiefeng Li, Cewu Lu
ECCV 2022 Paper Code

Learning Single/Multi-Attribute of Object with Symmetry and Group
Yong-Lu Li, Yue Xu, Xinyu Xu, Xiaohan Mao, Cewu Lu
TPAMI (Extention of CVPR20 work SymNet) Paper Code

Symmetry and Group in Attribute-Object Compositions
Yong-Lu Li, Yue Xu, Xiaohan Mao, Cewu Lu
CVPR 2020 Paper Code

PaStaNet: Toward Human Activity Knowledge Engine
Yong-Lu Li, Liang Xu, Xinpeng Liu, Xijie Huang, Yue Xu, Shiyi Wang, Hao-Shu Fang, Ze Ma, Mingyang Chen, Cewu Lu
CVPR 2020 Paper Code

Services

• Reviewer: I'm a regular reviewer for conferences CVPR / NeurIPS / AAAI / ICCV / ECCV / ACCV, and journals TIP / PR.
• Teaching Assistant: CS348 Computer Vision (SJTU ACM Class) (Fall 2023 / Fall 2022).