UP Lab

Recent publications

1. ICCV

   Driving Scene Synthesis on Free-form Trajectories with Generative Prior

   Zeyu Yang, Zijie Pan, Yuankun Yang,  Xiatian Zhu, and Li Zhang

   In Proceedings of the IEEE/CVF International Conference on Computer Vision 2025

   Bib PDF

   @inproceedings{yang2024drivingscenesynthesisfreeform,
     title = {Driving Scene Synthesis on Free-form Trajectories with Generative Prior},
     author = {Yang, Zeyu and Pan, Zijie and Yang, Yuankun and Zhu, Xiatian and Zhang, Li},
     year = {2025},
     booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision},
   }

2. ICCV

   Robust Low-light Scene Restoration via Illumination Transition

   Ze Li, Feng Zhang,  Xiatian Zhu, Meng Zhang, Yanghong Zhou, and P. Y. Mok

   In Proceedings of the IEEE/CVF International Conference on Computer Vision 2025

   Bib PDF Website

   @inproceedings{li2025robustlowlightscenerestoration,
     title = {Robust Low-light Scene Restoration via Illumination Transition},
     author = {Li, Ze and Zhang, Feng and Zhu, Xiatian and Zhang, Meng and Zhou, Yanghong and Mok, P. Y.},
     year = {2025},
     booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision},
   }

3. ICCV

   Multi-modal Multi-platform Person Re-Identification: Benchmark and Method

   Ruiyang Ha, Songyi Jiang, Bin Li, Bikang Pan, Yihang Zhu, Junjie Zhang,  Xiatian Zhu, Shaogang Gong, and Jingya Wang

   In Proceedings of the IEEE/CVF International Conference on Computer Vision 2025

   Bib PDF Website

   @inproceedings{ha2025multi,
     title = {Multi-modal Multi-platform Person Re-Identification: Benchmark and Method},
     author = {Ha, Ruiyang and Jiang, Songyi and Li, Bin and Pan, Bikang and Zhu, Yihang and Zhang, Junjie and Zhu, Xiatian and Gong, Shaogang and Wang, Jingya},
     booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision},
     year = {2025},
   }

4. ICML

   High Dynamic Range Novel View Synthesis with Single Exposure

   Kaixuan Zhang, Hu Wang, Minxian Li, Mingwu Ren, Mao Ye, and Xiatian Zhu

   In Proceedings of International Conference on Machine Learning 2025

   Bib PDF Code Website

   @inproceedings{zhang2025high,
     title = {High Dynamic Range Novel View Synthesis with Single Exposure},
     author = {Zhang, Kaixuan and Wang, Hu and Li, Minxian and Ren, Mingwu and Ye, Mao and Zhu, Xiatian},
     year = {2025},
     booktitle = {Proceedings of International Conference on Machine Learning},
   }

5. ICML

   CostFilter-AD: Enhancing Anomaly Detection through Matching Cost Filtering

   Zhe Zhang, Mingxiu Cai, Hanxiao Wang, Gaochang Wu, Tianyou Chai, and Xiatian Zhu

   In Proceedings of International Conference on Machine Learning 2025

   Bib PDF Code

   @inproceedings{zhang2025CostFilter,
     title = {CostFilter-AD: Enhancing Anomaly Detection through Matching Cost Filtering},
     author = {Zhang, Zhe and Cai, Mingxiu and Wang, Hanxiao and Wu, Gaochang and Chai, Tianyou and Zhu, Xiatian},
     year = {2025},
     booktitle = {Proceedings of International Conference on Machine Learning},
   }

6. CVPR (highlight)

   Improving Gaussian Splatting with Localized Points Management

   Haosen Yang, Chenhao Zhang, Wenqing Wang, Marco Volino, Adrian Hilton, Li Zhang, and Xiatian Zhu

   In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 2025

   Bib PDF Code Website

   @inproceedings{yang2025localized,
     title = {Improving Gaussian Splatting with Localized Points Management},
     author = {Yang, Haosen and Zhang, Chenhao and Wang, Wenqing and Volino, Marco and Hilton, Adrian and Zhang, Li and Zhu, Xiatian},
     year = {2025},
     booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
   }

7. CVPR

   TensoFlow: Tensorial Flow-based Sampler for Inverse Rendering

   Chun Gu, Xiaofei Wei, Li Zhang, and Xiatian Zhu

   In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 2025

   Bib PDF Code

   @inproceedings{gu2025tensoflow,
     title = {TensoFlow: Tensorial Flow-based Sampler for Inverse Rendering},
     author = {Gu, Chun and Wei, Xiaofei and Zhang, Li and Zhu, Xiatian},
     year = {2025},
     booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
   }

8. CVPR

   Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data

   Wenxin Su, Song Tang, Xiaofeng Liu, Xiaojing Yi, Mao Ye, Chunxiao Zu, Jiahao Li, and Xiatian Zhu

   In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 2025

   Bib PDF

   @inproceedings{su2025domain,
     title = {Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data},
     author = {Su, Wenxin and Tang, Song and Liu, Xiaofeng and Yi, Xiaojing and Ye, Mao and Zu, Chunxiao and Li, Jiahao and Zhu, Xiatian},
     year = {2025},
     booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
   }

9. CVPR

   FAM Diffusion: Frequency and Attention Modulation for High-Resolution Image Generation with Stable Diffusion

   Haosen Yang, Adrian Bulat, Isma Hadji, Hai X. Pham,  Xiatian Zhu, Georgios Tzimiropoulos, and Brais Martinez

   In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 2025

   Bib PDF

   @inproceedings{yang2025fam,
     title = {FAM Diffusion: Frequency and Attention Modulation for High-Resolution Image Generation with Stable Diffusion},
     author = {Yang, Haosen and Bulat, Adrian and Hadji, Isma and Pham, Hai X. and Zhu, Xiatian and Tzimiropoulos, Georgios and Martinez, Brais},
     year = {2025},
     booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
   }

10. CVPR

    Bayesian Test-Time Adaptation for Vision-Language Models

    Lihua Zhou, Mao Ye, Shuaifeng Li, Nianxin Li,  Xiatian Zhu, Lei Deng, Hongbin Liu, and Zhen Lei

    In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 2025

    Bib PDF

    @inproceedings{zhou2025bayesian,
      title = {Bayesian Test-Time Adaptation for Vision-Language Models},
      author = {Zhou, Lihua and Ye, Mao and Li, Shuaifeng and Li, Nianxin and Zhu, Xiatian and Deng, Lei and Liu, Hongbin and Lei, Zhen},
      year = {2025},
      booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
    }

11. ICLR (Oral, 1.8%)

    Proxy Denoising for Source-Free Domain Adaptation

    Song Tang, Wenxin Su, Mao Ye, Jianwei Zhang, and Xiatian Zhu

    In Proceedings of International Conference on Learning Representations 2025

    Bib PDF

    @inproceedings{tang2025proxy,
      title = {Proxy Denoising for Source-Free Domain Adaptation},
      author = {Tang, Song and Su, Wenxin and Ye, Mao and Zhang, Jianwei and Zhu, Xiatian},
      year = {2025},
      booktitle = {Proceedings of International Conference on Learning Representations},
    }

12. ICLR

    Reflective Gaussian Splatting

    Yuxuan Yao, Zixuan Zeng, Chun Gu,  Xiatian Zhu, and Li Zhang

    In Proceedings of International Conference on Learning Representations 2025

    Bib PDF Poster Website

    @inproceedings{yao2025reflectivegs,
      title = {Reflective Gaussian Splatting},
      author = {Yao, Yuxuan and Zeng, Zixuan and Gu, Chun and Zhu, Xiatian and Zhang, Li},
      year = {2025},
      booktitle = {Proceedings of International Conference on Learning Representations},
    }

13. ICLR

    SEBRA : Debiasing through Self-Guided Bias Ranking

    Adarsh Kappiyath, Abhra Chaudhuri, Ajay Kumar Jaiswal, Ziquan Liu, Yunpeng Li,  Xiatian Zhu, and Lu Yin

    In Proceedings of International Conference on Learning Representations 2025

    Bib PDF

    @inproceedings{Adarsh2025sebra,
      title = {{SEBRA} : Debiasing through Self-Guided Bias Ranking},
      author = {Kappiyath, Adarsh and Chaudhuri, Abhra and Jaiswal, Ajay Kumar and Liu, Ziquan and Li, Yunpeng and Zhu, Xiatian and Yin, Lu},
      booktitle = {Proceedings of International Conference on Learning Representations},
      year = {2025},
    }

14. TPAMI

    DeepInteraction++: Multi-Modality Interaction for Autonomous Driving

    Zeyu Yang, Nan Song, Wei Li,  Xiatian Zhu, Li Zhang, and Philip H. S. Torr

    IEEE Transactions on Pattern Analysis and Machine Intelligence 2025

    Bib PDF Code

    @article{yang2024DIext,
      title = {DeepInteraction++: Multi-Modality Interaction for Autonomous Driving},
      author = {Yang, Zeyu and Song, Nan and Li, Wei and Zhu, Xiatian and Zhang, Li and Torr, Philip H. S.},
      year = {2025},
      journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
    }

15. TPAMI

    Unified Domain Adaptive Semantic Segmentation

    Zhe Zhang, Gaochang Wu, Jing Zhang,  Xiatian Zhu, Dacheng Tao, and Tianyou Chai

    IEEE Transactions on Pattern Analysis and Machine Intelligence 2025

    Bib PDF

    @article{zhang2024unifieddomainadaptivesemantic,
      title = {Unified Domain Adaptive Semantic Segmentation},
      author = {Zhang, Zhe and Wu, Gaochang and Zhang, Jing and Zhu, Xiatian and Tao, Dacheng and Chai, Tianyou},
      year = {2025},
      journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
    }

16. IJCV

    Preconditioned Score-based Generative Models

    Hengyuan Ma, Li Zhang,  Xiatian Zhu, and Jianfeng Feng

    International Journal of Computer Vision 2025

    Bib PDF Code

    @article{zhang2025preconditioned,
      author = {Ma, Hengyuan and Zhang, Li and Zhu, Xiatian and Feng, Jianfeng},
      journal = {International Journal of Computer Vision},
      title = {Preconditioned Score-based Generative Models},
      year = {2025},
    }