Papers

2025

1. arXiv

   

   Training-Free Motion-Guided Video Generation with Enhanced Temporal Consistency Using Motion Consistency Loss

   Xinyu Zhang, Zicheng Duan, Dong Gong, and Lingqiao Liu

   arXiv preprint arXiv:2501.07563, 2025

   arXiv Bib Code

   @article{zhang2025training,
     title = {Training-Free Motion-Guided Video Generation with Enhanced Temporal Consistency Using Motion Consistency Loss},
     author = {Zhang, Xinyu and Duan, Zicheng and Gong, Dong and Liu, Lingqiao},
     journal = {arXiv preprint arXiv:2501.07563},
     year = {2025},
   }

2. CVPR

   

   Are Image Distributions Indistinguishable to Humans Indistinguishable to Classifiers?

   Zebin You, Xinyu Zhang, Hanzhong Guo, Jingdong Wang, and 1 more author

   In Proceedings of the IEEE/CVF conference on computer vision and pattern recognition, 2025

   arXiv Bib

   @inproceedings{you2024image,
     title = {Are Image Distributions Indistinguishable to Humans Indistinguishable to Classifiers?},
     author = {You, Zebin and Zhang, Xinyu and Guo, Hanzhong and Wang, Jingdong and Li, Chongxuan},
     booktitle = {Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
     year = {2025},
   }

3. PR

   

   Context-aware prompt learning for test-time vision recognition with frozen vision-language model

   Junhui Yin, Xinyu Zhang, Lin Wu, and Xiaojie Wang

   Pattern Recognition, 2025

   arXiv Bib PDF

   @article{yin2025context,
     title = {Context-aware prompt learning for test-time vision recognition with frozen vision-language model},
     author = {Yin, Junhui and Zhang, Xinyu and Wu, Lin and Wang, Xiaojie},
     journal = {Pattern Recognition},
     pages = {111359},
     year = {2025},
     publisher = {Elsevier},
   }

2024

1. NeurIPS

   

   Evaluation of Text-to-Video Generation Models: A Dynamics Perspective

   Mingxiang Liao^*, Hannan Lu^*, Xinyu Zhang^*, Fang Wan, and 5 more authors

   In The Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024

   Bib PDF Code

   @inproceedings{liaoevaluation,
     title = {Evaluation of Text-to-Video Generation Models: A Dynamics Perspective},
     author = {Liao, Mingxiang and Lu, Hannan and Zhang, Xinyu and Wan, Fang and Wang, Tianyu and Zhao, Yuzhong and Zuo, Wangmeng and Ye, Qixiang and Wang, Jingdong},
     booktitle = {The Thirty-eighth Annual Conference on Neural Information Processing Systems},
     year = {2024},
   }

2. CVPR

   

   VRP-SAM: SAM with visual reference prompt

   Yanpeng Sun, Jiahui Chen, Shan Zhang, Xinyu Zhang, and 5 more authors

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

   Bib PDF Code

   @inproceedings{sun2024vrp,
     title = {VRP-SAM: SAM with visual reference prompt},
     author = {Sun, Yanpeng and Chen, Jiahui and Zhang, Shan and Zhang, Xinyu and Chen, Qiang and Zhang, Gang and Ding, Errui and Wang, Jingdong and Li, Zechao},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
     pages = {23565--23574},
     year = {2024},
   }

3. arXiv

   

   Add-SD: Rational Generation without Manual Reference

   Lingfeng Yang^*, Xinyu Zhang^*, Xiang Li, Jinwen Chen, and 6 more authors

   arXiv preprint arXiv:2407.21016, 2024

   arXiv Bib

   @article{yang2024add,
     title = {Add-SD: Rational Generation without Manual Reference},
     author = {Yang, Lingfeng and Zhang, Xinyu and Li, Xiang and Chen, Jinwen and Yao, Kun and Zhang, Gang and Ding, Errui and Liu, Lingqiao and Wang, Jingdong and Yang, Jian},
     journal = {arXiv preprint arXiv:2407.21016},
     year = {2024},
   }

4. arXiv

   

   LW-DETR: A Transformer Replacement to YOLO for Real-Time Detection

   Qiang Chen^*, Xiangbo Su^*, Xinyu Zhang^*, Jian Wang, and 7 more authors

   arXiv preprint arXiv:2406.03459, 2024

   arXiv Bib

   @article{chen2024lw,
     title = {LW-DETR: A Transformer Replacement to YOLO for Real-Time Detection},
     author = {Chen, Qiang and Su, Xiangbo and Zhang, Xinyu and Wang, Jian and Chen, Jiahui and Shen, Yunpeng and Han, Chuchu and Chen, Ziliang and Xu, Weixiang and Li, Fanrong and others},
     journal = {arXiv preprint arXiv:2406.03459},
     year = {2024},
   }

5. arXiv

   

   Improving multi-modal large language model through boosting vision capabilities

   Yanpeng Sun, Huaxin Zhang, Qiang Chen, Xinyu Zhang, and 4 more authors

   arXiv preprint arXiv:2410.13733, 2024

   arXiv Bib Code

   @article{sun2024improving,
     title = {Improving multi-modal large language model through boosting vision capabilities},
     author = {Sun, Yanpeng and Zhang, Huaxin and Chen, Qiang and Zhang, Xinyu and Sang, Nong and Zhang, Gang and Wang, Jingdong and Li, Zechao},
     journal = {arXiv preprint arXiv:2410.13733},
     year = {2024},
   }

2023

1. TMLR

   

   CAE v2: Context autoencoder with CLIP latent alignment

   Xinyu Zhang, Jiahui Chen, Junkun Yuan, Qiang Chen, and 7 more authors

   Transactions on Machine Learning Research, 2023

   Bib PDF Code

   @article{zhang2023cae,
     title = {CAE v2: Context autoencoder with CLIP latent alignment},
     author = {Zhang, Xinyu and Chen, Jiahui and Yuan, Junkun and Chen, Qiang and Wang, Jian and Wang, Xiaodi and Han, Shumin and Chen, Xiaokang and Pi, Jimin and Yao, Kun and others},
     journal = {Transactions on Machine Learning Research},
     year = {2023},
   }

2. NeurIPS

   

   Hap: Structure-aware masked image modeling for human-centric perception

   Junkun Yuan^*, Xinyu Zhang^*†, Hao Zhou, Jian Wang, and 7 more authors

   Advances in Neural Information Processing Systems, 2023

   Bib PDF Code

   @article{yuan2024hap,
     title = {Hap: Structure-aware masked image modeling for human-centric perception},
     author = {Yuan, Junkun and Zhang$\dag$, Xinyu and Zhou, Hao and Wang, Jian and Qiu, Zhongwei and Shao, Zhiyin and Zhang, Shaofeng and Long, Sifan and Kuang, Kun and Yao, Kun and others},
     journal = {Advances in Neural Information Processing Systems},
     volume = {36},
     year = {2023},
   }

3. ICCV

   

   Unified pre-training with pseudo texts for text-to-image person re-identification

   Zhiyin Shao^*, Xinyu Zhang^*, Changxing Ding, Jian Wang, and 1 more author

   In Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

   Bib PDF Code

   @inproceedings{shao2023unified,
     title = {Unified pre-training with pseudo texts for text-to-image person re-identification},
     author = {Shao, Zhiyin and Zhang, Xinyu and Ding, Changxing and Wang, Jian and Wang, Jingdong},
     booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision},
     pages = {11174--11184},
     year = {2023},
   }

4. TIP

   

   A real-time memory updating strategy for unsupervised person re-identification

   Junhui Yin, Xinyu Zhang, Zhanyu Ma, Jun Guo, and 1 more author

   IEEE Transactions on Image Processing, 2023

   Bib PDF Code

   @article{yin2023real,
     title = {A real-time memory updating strategy for unsupervised person re-identification},
     author = {Yin, Junhui and Zhang, Xinyu and Ma, Zhanyu and Guo, Jun and Liu, Yifan},
     journal = {IEEE Transactions on Image Processing},
     volume = {32},
     pages = {2309--2321},
     year = {2023},
     publisher = {IEEE},
   }

5. TIP

   

   STAT: Multi-object tracking based on spatio-temporal topological constraints

   Junjie Zhang, Mingyan Wang, Haoran Jiang, Xinyu Zhang, and 2 more authors

   IEEE Transactions on Multimedia, 2023

   Bib PDF

   @article{zhang2023stat,
     title = {STAT: Multi-object tracking based on spatio-temporal topological constraints},
     author = {Zhang, Junjie and Wang, Mingyan and Jiang, Haoran and Zhang, Xinyu and Yan, Chenggang and Zeng, Dan},
     journal = {IEEE Transactions on Multimedia},
     year = {2023},
     publisher = {IEEE},
   }

2022

1. CVPR

   

   Implicit sample extension for unsupervised person re-identification

   Xinyu Zhang, Dongdong Li, Zhigang Wang, Jian Wang, and 4 more authors

   In Proceedings of the IEEE/CVF conference on computer vision and pattern recognition, 2022

   Bib PDF Code

   @inproceedings{zhang2022implicit,
     title = {Implicit sample extension for unsupervised person re-identification},
     author = {Zhang, Xinyu and Li, Dongdong and Wang, Zhigang and Wang, Jian and Ding, Errui and Shi, Javen Qinfeng and Zhang, Zhaoxiang and Wang, Jingdong},
     booktitle = {Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
     pages = {7369--7378},
     year = {2022},
   }

2. ACMMM

   

   Learning granularity-unified representations for text-to-image person re-identification

   Zhiyin Shao, Xinyu Zhang, Meng Fang, Zhifeng Lin, and 2 more authors

   In Proceedings of the 30th acm international conference on multimedia, 2022

   Bib PDF Code

   @inproceedings{shao2022learning,
     title = {Learning granularity-unified representations for text-to-image person re-identification},
     author = {Shao, Zhiyin and Zhang, Xinyu and Fang, Meng and Lin, Zhifeng and Wang, Jian and Ding, Changxing},
     booktitle = {Proceedings of the 30th acm international conference on multimedia},
     pages = {5566--5574},
     year = {2022},
   }

3. ECCV

   

   UFO: unified feature optimization

   Teng Xi, Yifan Sun, Deli Yu, Bi Li, and 7 more authors

   In European Conference on Computer Vision, 2022

   arXiv Bib PDF Code

   @inproceedings{xi2022ufo,
     title = {UFO: unified feature optimization},
     author = {Xi, Teng and Sun, Yifan and Yu, Deli and Li, Bi and Peng, Nan and Zhang, Gang and Zhang, Xinyu and Wang, Zhigang and Chen, Jinwen and Wang, Jian and others},
     booktitle = {European Conference on Computer Vision},
     pages = {472--488},
     year = {2022},
     organization = {Springer},
   }

4. IJCAI

   

   Self-Guided Hard Negative Generation for Unsupervised Person Re-Identification.

   Dongdong Li, Zhigang Wang, Jian Wang, Xinyu Zhang, and 3 more authors

   In IJCAI, 2022

   Bib PDF

   @inproceedings{li2022self,
     title = {Self-Guided Hard Negative Generation for Unsupervised Person Re-Identification.},
     author = {Li, Dongdong and Wang, Zhigang and Wang, Jian and Zhang, Xinyu and Ding, Errui and Wang, Jingdong and Zhang, Zhaoxiang},
     booktitle = {IJCAI},
     pages = {1067--1073},
     year = {2022},
   }

2021

1. AAAI

   

   Diverse knowledge distillation for end-to-end person search

   Xinyu Zhang, Xinlong Wang, Jia-Wang Bian, Chunhua Shen, and 1 more author

   In Proceedings of the AAAI Conference on Artificial Intelligence, 2021

   Bib PDF

   @inproceedings{zhang2021diverse,
     title = {Diverse knowledge distillation for end-to-end person search},
     author = {Zhang, Xinyu and Wang, Xinlong and Bian, Jia-Wang and Shen, Chunhua and You, Mingyu},
     booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
     volume = {35},
     number = {4},
     pages = {3412--3420},
     year = {2021},
   }

2020

1. TITS

   

   Part-guided attention learning for vehicle instance retrieval

   Xinyu Zhang, Rufeng Zhang, Jiewei Cao, Dong Gong, and 2 more authors

   IEEE Transactions on Intelligent Transportation Systems, 2020

   arXiv Bib PDF Code

   @article{zhang2020part,
     title = {Part-guided attention learning for vehicle instance retrieval},
     author = {Zhang, Xinyu and Zhang, Rufeng and Cao, Jiewei and Gong, Dong and You, Mingyu and Shen, Chunhua},
     journal = {IEEE Transactions on Intelligent Transportation Systems},
     volume = {23},
     number = {4},
     pages = {3048--3060},
     year = {2020},
     publisher = {IEEE},
   }

2. arXiv

   

   Memorizing comprehensively to learn adaptively: Unsupervised cross-domain person re-id with multi-level memory

   Xinyu Zhang, Dong Gong, Jiewei Cao, and Chunhua Shen

   arXiv preprint arXiv:2001.04123, 2020

   arXiv Bib

   @article{zhang2020memorizing,
     title = {Memorizing comprehensively to learn adaptively: Unsupervised cross-domain person re-id with multi-level memory},
     author = {Zhang, Xinyu and Gong, Dong and Cao, Jiewei and Shen, Chunhua},
     journal = {arXiv preprint arXiv:2001.04123},
     year = {2020},
   }

2019

1. ICCV

   

   Self-training with progressive augmentation for unsupervised cross-domain person re-identification

   Xinyu Zhang, Jiewei Cao, Chunhua Shen, and Mingyu You

   In Proceedings of the IEEE/CVF International Conference on Computer Vision, 2019

   Bib PDF Code

   @inproceedings{zhang2019self,
     title = {Self-training with progressive augmentation for unsupervised cross-domain person re-identification},
     author = {Zhang, Xinyu and Cao, Jiewei and Shen, Chunhua and You, Mingyu},
     booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision},
     pages = {8222--8231},
     year = {2019},
   }

2018

1. TITS

   

   An extended filtered channel framework for pedestrian detection

   Mingyu You, Yubin Zhang, Chunhua Shen, and Xinyu Zhang

   IEEE Transactions on Intelligent Transportation Systems, 2018

   Bib PDF

   @article{you2018extended,
     title = {An extended filtered channel framework for pedestrian detection},
     author = {You, Mingyu and Zhang, Yubin and Shen, Chunhua and Zhang, Xinyu},
     journal = {IEEE Transactions on Intelligent Transportation Systems},
     volume = {19},
     number = {5},
     pages = {1640--1651},
     year = {2018},
     publisher = {IEEE},
   }