Xuming He
Prospective students
We are looking for prospective graduate students for 2025. You must contact me via email if you are interested in joining in my lab. 学科方向: 计算机科学与技术.
We also have multiple research projects (minimal 6 months) for undergrad students in SIST.
We are looking for a long-term research assistant (科研助理). Contact us via email if interested.
News
[07/2024] One paper on novel class discovery accepted in ECCV 2024.
[06/2024] Congratulations to Rongjie Li for successfully completing Phd Degree.
[06/2024] Congratulations to Zhitong Gao, Yana Wei, Yu Wu for successfully completing Master's Degree and continuing their PhD study abroad.
[04/2024] One paper on ML4Science accepted in Nano Letter.
[02/2024] Three papers on SGG and VLMs accepted in CVPR 2024.
Research Interest
Weakly-supervised/Few-shot learning
Continual learning/Knowledge discovery
Semantic segmentation and Scene parsing
Vision and language representations
Interpretable machine learning and reasoning
Selected Recent Publications
Yu Wu, Yana Wei, Haozhe Wang, Yongfei Liu, Sibei Yang, Xuming He. Grounded Image Text Matching with Mismatched Relation Reasoning,
International Conference on Computer Vision (ICCV), 2023
Shan Ning*, Longtian Qiu*, Yongfei Liu, Xuming He. HOICLIP: Efficient Knowledge Transfer for HOI Detection with Visual Linguistic Model,
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023
Zhitong Gao, Yucong Chen, Chuyu Zhang, Xuming He. Modeling Multimodal Aleatoric Uncertainty in Segmentation with Mixture of Stochastic Experts,
International Conference on Learning Representation (ICLR), 2023
Shipeng Yan, Lanqing Hong, Hang Xu, Jianhua Han, Tinne Tuytelaars, Zhenguo Li, Xuming He. Generative Negative Text Replay for Continual Vision-Language Pretraining, European Conference of Computer Vision (ECCV), 2022
Jiangwei Xie, Shipeng Yan, Xuming He. General Incremental Learning with Domain-aware Categorical Representations,
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022
Rongjie Li, Songyang Zhang, Xuming He. SGTR: End-to-end Scene Graph Generation with Transformer,
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022
Shipeng Yan, Jiangwei Xie, Xuming He. DER: Dynamically Expandable Representation for Class Incremental Learning, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021
Yongfei Liu, Xiangyi Zhang, Songyang Zhang, Xuming He. Part-aware prototype Network for Few-shot Semantic Segmentation,
European Conference of Computer Vision (ECCV), 2020
Haozhe Wang, Jiale Zhou, Xuming He. Learning Context-aware Task Reasoning for Efficient Meta-reinforcement Learning,
International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2020
Bo Wan*, Desen Zhou*, Yongfei Liu, Rongjie Li, Xuming He. Pose-aware Multi-level Feature Network for Human Object Interaction Detection,
International Conference on Computer Vision (ICCV), 2019
Songyang Zhang, Shipeng Yan, Xuming He. LatentGNN: Learning Efficient Non-local Relations for Visual Recognition, International Conference on Machine Learning (ICML),2019
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