
一、基本信息
出生年月:1993.09.03
职称:助理研究员
最高学位:博士
主要研究方向:计算机视觉,多模态理解感知,大模型
导师类别(专硕、学硕、博导):专硕、学硕
工作单位:武汉理工大学计算机与人工智能学院
邮箱:liuxuehu@whut.edu.cn
二、教育及工作经历
2023.09-至今 武汉理工大学,计算机与人工智能学院,博士后,助理研究员
2018.09-2023.06 大连理工大学,信号与信息处理专业,博士
2016.09-2018.06 大连理工大学,计算数学专业,硕士
2012.09-2016.06 郑州大学,数学与应用数学专业,学士
三、近期主持的科研项目
1. 2026-2028,基于自监督对比学习的跨车-路-无人机平台行人重识别,国家自然科学基金青年项目,30万元,主持
2. 2026-2027,面向模态不平衡和缺失的多模态目标再识别方法研究,湖北省自然科学基金青年项目,10万元,主持
3. 2024-2025,基于视觉文本模态平衡优化和缺失模态特征补全的行人重识别方法研究,博士后科学基金面上项目,8万元,主持
4. 2020-2023,面向公共安全的航拍视频智能分析技术,国家自然科学基金联合基金项目,228万,参与
四、近期代表性学术成果
学术论文:
1.Xuehu Liu, Pingping Zhang, Chenyang Yu, Huchuan Lu, Xiaoyun Yang. Watching you: Global - guided reciprocal learning for video-based person re-identification. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
2.Xuehu Liu, Chenyang Yu, Pingping Zhang, Huchuan Lu. Deeply-coupled convolution-transformer with spatial-temporal complementary learning for video-based person re-identification. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023.
3.Xuehu Liu, Pingping Zhang, Huchuan Lu. Video-based person re-identification with long short-term representation learning. In International Conference on Image and Graphics (ICIG), 2023.
4.Xuehu Liu, Pingping Zhang, Chenyang Yu, Xuesheng Qian, Xiaoyun Yang, Huchuan Lu. A video is worth three views: Trigeminal transformers for video-based person re-identification. IEEE Transactions on Intelligent Transportation Systems (TITS), 2024.
5.Yuhao Wang, Xuehu Liu, Pingping Zhang, Huchuan Lu. Unity is strength: Unifying convolutional and transformeral features for better person re-identification. IEEE Transactions on Intelligent Transportation Systems (TITS), 2024.
6.Chenyang Yu, Xuehu Liu, Yingquan Wang, Pingping Zhang, Huchuan Lu. TF-CLIP: Learning text- free CLIP for video-based person re-identification. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2024.
7.Yuhao Wang, Xuehu Liu, Pingping Zhang, Hu Lu, Zhengzheng Tu, Huchuan Lu. TOP-ReID: Multi - spectral object re-identification with token permutation. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2024.
8.Yuhao Wang, Xuehu Liu, Tianyu Yan, Yang Liu, Aihua Zhang, Pingping Zhang, Huchuan Lu. Mamba Pro: Multi-modal object re-identification with mamba aggregation and synergistic prompt. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2025.
9.Yuhao Wang, Xuehu Liu, Tianyu Yan, Yang Liu, Aihua Zhang, Pingping Zhang, Huchuan Lu. Mamba Pro: Multi-modal object re-identification with mamba aggregation and synergistic prompt. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2025.
10.Chenyang Yu, Xuehu Liu, Jiawen Zhu, Yuhao Wang, Pingping Zhang, Huchuan Lu. CLIMB-ReID: A hybrid CLIP-mamba framework for person re-identification. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2025.
11.Chenyang Yu, Xuehu Liu, Pingping Zhang, Ju Dai, Huchuan Lu. Show me your essences: Hierarchical proxy learning for cloth-changing person re-identification. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025.
12.Peilei Yan, Xuehu Liu, Pingping Zhang, Huchuan Lu. Learning convolutional multi-level transformers for image-based person re-identification. Visual Intelligence, 2023.