publication

Conference Proceedings

Conference Articles

1. FoleyDesigner: Immersive Stereo Foley Generation with Precise Spatio-Temporal Alignment for Film Clips

   Mengtian Li ,  Kunyan Dai ,  Yi Ding ,  Ruobing Ni ,  Ying Zhang ,  Wenwu Wang ,  and  Zhifeng Xie

   In CVPR , 2026

   Bib Website

   @inproceedings{li2026foleydesigner,
     title = {FoleyDesigner: Immersive Stereo Foley Generation with Precise Spatio-Temporal Alignment for Film Clips},
     author = {Li, Mengtian and Dai, Kunyan and Ding, Yi and Ni, Ruobing and Zhang, Ying and Wang, Wenwu and Xie, Zhifeng},
     booktitle = {CVPR},
     year = {2026},
   }

2. EditMaster: Bridging Text instruction and Visual Example for Multimodal guided Image Editing

   Jiahui Zhang ,  Mengtian Li* ,  Jiewei Tang ,  Junyu Deng ,  Siyu Tian ,  Xiang Liu ,  Meng Zhang ,  Guangnan Ye* ,  and  Yu-Gang Jiang

   In ACMMM , 2025

   Bib

   @inproceedings{10.1145/3746027.3754926,
     author = {Zhang, Jiahui and Li*, Mengtian and Tang, Jiewei and Deng, Junyu and Tian, Siyu and Liu, Xiang and Zhang, Meng and Ye*, Guangnan and Jiang, Yu-Gang},
     title = {EditMaster: Bridging Text instruction and Visual Example for Multimodal guided Image Editing},
     booktitle = {ACMMM},
     year = {2025},
     isbn = {9798400720352},
     publisher = {Association for Computing Machinery},
     address = {New York, NY, USA},
     url = {https://doi.org/10.1145/3746027.3754926},
     doi = {10.1145/3746027.3754926},
     pages = {9509–9518},
     numpages = {10},
     keywords = {diffusion model, image editing, multimodal large language model},
     location = {Dublin, Ireland}
   }

3. FilmSceneDesigner: Chaining Set Design for Procedural Film Scene Generation

   Zhifeng Xie ,  Keyi Zhang ,  Yiye Yan ,  Yuling Guo ,  Fan Yang ,  Jiting Zhou ,  and  Mengtian Li*

   In AAAI , 2026

   arXiv Bib

   @inproceedings{xie2025filmscenedesignerchainingsetdesign,
     title = {FilmSceneDesigner: Chaining Set Design for Procedural Film Scene Generation},
     author = {Xie, Zhifeng and Zhang, Keyi and Yan, Yiye and Guo, Yuling and Yang, Fan and Zhou, Jiting and Li*, Mengtian},
     booktitle = {AAAI},
     year = {2026},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
     url = {https://arxiv.org/abs/2511.19137}
   }

4. GTAD: Global Temporal Aggregation Denoising Learning for 3D Semantic Occupancy Prediction

   Tianhao Li ,  Yang Li ,  Mengtian Li ,  Yisheng Deng ,  and  Weifeng Ge

   In IROS , 2025

   arXiv Bib

   @inproceedings{li2025gtad,
     title = {GTAD: Global Temporal Aggregation Denoising Learning for 3D Semantic Occupancy Prediction},
     author = {Li, Tianhao and Li, Yang and Li, Mengtian and Deng, Yisheng and Ge, Weifeng},
     booktitle = {IROS},
     year = {2025},
   }

5. CustAny: Customizing Anything from A Single Example

   Lingjie Kong ,  Kai Wu ,  Chengming Xu ,  Xiaobin Hu ,  Wenhui Han ,  Jinlong Peng ,  Donghao Luo ,  Mengtian Li ,  Jiangning Zhang ,  Chengjie Wang ,  and  others

   In CVPR (Oral) , 2025

   Bib Code Website

   @inproceedings{kong2025custany,
     title = {CustAny: Customizing Anything from A Single Example},
     author = {Kong, Lingjie and Wu, Kai and Xu, Chengming and Hu, Xiaobin and Han, Wenhui and Peng, Jinlong and Luo, Donghao and Li, Mengtian and Zhang, Jiangning and Wang, Chengjie and others},
     booktitle = {CVPR (Oral)},
     year = {2025},
   }

6. FilmComposer: LLM-Driven Music Production for Silent Film Clips

   Zhifeng Xie ,  Qile He ,  Youjia Zhu ,  Qiwei He ,  and  Mengtian Li*

   In CVPR , 2025

   arXiv Bib Code Website

   @inproceedings{li2025filmcomposer,
     title = {FilmComposer: LLM-Driven Music Production for Silent Film Clips},
     author = {Xie, Zhifeng and He, Qile and Zhu, Youjia and He, Qiwei and Li*, Mengtian},
     booktitle = {CVPR},
     year = {2025},
     publisher = {IEEE},
   }

7. StageDesigner: Artistic Stage Generation for Scenography via Theater Scripts

   Zhaoxing Gan ,  Mengtian Li* ,  Ruhua Chen ,  Zhongxia Ji ,  Sichen Guo ,  Huanling Hu ,  Guangnan Ye* ,  and  Zuo Hu

   In CVPR , 2025

   arXiv Bib Code Website

   @inproceedings{li2025stagedesigner,
     title = {StageDesigner: Artistic Stage Generation for Scenography via Theater Scripts},
     author = {Gan, Zhaoxing and Li*, Mengtian and Chen, Ruhua and Ji, Zhongxia and Guo, Sichen and Hu, Huanling and Ye*, Guangnan and Hu, Zuo},
     booktitle = {CVPR},
     year = {2025},
     publisher = {IEEE},
   }

8. LMTalker: Sparse Landmark-guided Gaussian Splatting for High-fidelity Talking Head Synthesis

   Zhifeng Xie ,  Zhiwen Jiang ,  Xuemin Lei ,  and  Mengtian Li*

   In ICASSP , 2025

   Bib Website

   @inproceedings{li2024lmtalker,
     title = {LMTalker: Sparse Landmark-guided Gaussian Splatting for High-fidelity Talking Head Synthesis},
     author = {Xie, Zhifeng and Jiang, Zhiwen and Lei, Xuemin and Li*, Mengtian},
     booktitle = {ICASSP},
     year = {2025},
     pages = {1--5},
     publisher = {IEEE},
   }

9. Knowledge Transfer Across Modalities for Weakly Supervised Point Cloud Semantic Segmentation

   Zihan Wang ,  Yunhang Shen ,  Mengtian Li ,  Ke Li ,  Xing Sun ,  Shaohui Lin ,  and  Lizhuang Ma

   In ICASSP , 2025

   Bib

   @inproceedings{wang2025knowledge,
     title = {Knowledge Transfer Across Modalities for Weakly Supervised Point Cloud Semantic Segmentation},
     author = {Wang, Zihan and Shen, Yunhang and Li, Mengtian and Li, Ke and Sun, Xing and Lin, Shaohui and Ma, Lizhuang},
     booktitle = {ICASSP},
     pages = {1--5},
     year = {2025},
     organization = {IEEE}
   }

10. HieraFashDiff: Hierarchical Fashion Design with Multi-stage Diffusion Models

    Zhifeng Xie ,  Hao Li ,  Huiming Ding ,  Mengtian Li ,  Xinhan Di ,  and  Ying Cao

    In AAAI , 2024

    arXiv Bib Website

    @inproceedings{li2024hierahashdiff,
      title = {HieraFashDiff: Hierarchical Fashion Design with Multi-stage Diffusion Models},
      author = {Xie, Zhifeng and Li, Hao and Ding, Huiming and Li, Mengtian and Di, Xinhan and Cao, Ying},
      booktitle = {AAAI},
      year = {2024},
      publisher = {AAAI},
    }

11. SonicVisionLM: Playing Sound with Vision Language Models

    Zhifeng Xie ,  Shengye Yu ,  Qile He ,  and  Mengtian Li*

    In CVPR , 2024

    arXiv Bib Website

    @inproceedings{xie2024sonicvisionlm,
      title = {SonicVisionLM: Playing Sound with Vision Language Models},
      author = {Xie, Zhifeng and Yu, Shengye and He, Qile and Li*, Mengtian},
      booktitle = {CVPR},
      pages = {14930--14939},
      year = {2024},
    }

12. Hyperspherical learning in multi-label classification

    Bo Ke ,  Yunquan Zhu ,  Mengtian Li ,  Xiujun Shu ,  Ruizhi Qiao ,  and  Bo Ren

    In ECCV , 2022

    Bib

    @inproceedings{ke2022hyperspherical,
      title = {Hyperspherical learning in multi-label classification},
      author = {Ke, Bo and Zhu, Yunquan and Li, Mengtian and Shu, Xiujun and Qiao, Ruizhi and Ren, Bo},
      booktitle = {ECCV},
      pages = {38--55},
      year = {2022},
      organization = {Springer}
    }

13. Hybridcr: Weakly-supervised 3d point cloud semantic segmentation via hybrid contrastive regularization

    Mengtian Li ,  Yuan Xie ,  Yunhang Shen ,  Bo Ke ,  Ruizhi Qiao ,  Bo Ren ,  Shaohui Lin ,  and  Lizhuang Ma

    In CVPR , 2022

    Bib

    @inproceedings{li2022hybridcr,
      title = {Hybridcr: Weakly-supervised 3d point cloud semantic segmentation via hybrid contrastive regularization},
      author = {Li, Mengtian and Xie, Yuan and Shen, Yunhang and Ke, Bo and Qiao, Ruizhi and Ren, Bo and Lin, Shaohui and Ma, Lizhuang},
      booktitle = {CVPR},
      pages = {14930--14939},
      year = {2022}
    }

Journal Articles

Journal Articles

1. AniGaussian: Animatable Gaussian Avatar With Pose-Guided Deformation

   Mengtian Li ,  Shengxiang Yao ,  Kai Chen ,  Zhifeng Xie ,  and  Keyu Chen

   Computer Graphics Forum, Mar 2026

   Bib

   @article{li2026anigaussian,
     title = {AniGaussian: Animatable Gaussian Avatar With Pose-Guided Deformation},
     author = {Li, Mengtian and Yao, Shengxiang and Chen, Kai and Xie, Zhifeng and Chen, Keyu},
     journal = {Computer Graphics Forum},
     year = {2026},
     month = mar,
     publisher = {Wiley},
     doi = {10.1111/cgf.70304},
     url = {https://doi.org/10.1111/cgf.70304}
   }

2. Class-imbalanced semi-supervised learning for large-scale point cloud semantic segmentation via decoupling optimization

   Mengtian Li ,  Shaohui Lin ,  Zihan Wang ,  Yunhang Shen ,  Baochang Zhang ,  and  Lizhuang Ma

   Pattern Recognition, Mar 2024

   arXiv Bib

   @article{LI2024110701,
     title = {Class-imbalanced semi-supervised learning for large-scale point cloud semantic segmentation via decoupling optimization},
     journal = {Pattern Recognition},
     volume = {156},
     pages = {110701},
     year = {2024},
     issn = {0031-3203},
     doi = {https://doi.org/10.1016/j.patcog.2024.110701},
     url = {https://www.sciencedirect.com/science/article/pii/S0031320324004527},
     author = {Li, Mengtian and Lin, Shaohui and Wang, Zihan and Shen, Yunhang and Zhang, Baochang and Ma, Lizhuang},
   }

3. A fine-grained vision and language representation framework with graph-based fashion semantic knowledge

   Huiming Ding ,  Sen Wang ,  Zhifeng Xie ,  Mengtian Li* ,  and  Lizhuang Ma

   Computers & Graphics, Mar 2023

   Bib

   @article{ding2023fine,
     title = {A fine-grained vision and language representation framework with graph-based fashion semantic knowledge},
     author = {Ding, Huiming and Wang, Sen and Xie, Zhifeng and Li*, Mengtian and Ma, Lizhuang},
     journal = {Computers \& Graphics},
     volume = {115},
     pages = {216--225},
     year = {2023},
     publisher = {Elsevier}
   }

4. Paying attention for adjacent areas: Learning discriminative features for large-scale 3D scene segmentation

   Mengtian Li ,  Yuan Xie ,  and  Lizhuang Ma

   Pattern Recognition, Mar 2022

   Bib

   @article{li2022paying,
     title = {Paying attention for adjacent areas: Learning discriminative features for large-scale 3D scene segmentation},
     author = {Li, Mengtian and Xie, Yuan and Ma, Lizhuang},
     journal = {Pattern Recognition},
     volume = {129},
     pages = {108722},
     year = {2022},
     publisher = {Elsevier}
   }

Preprints & Others

Miscellaneous

1. GaussianMorphing: Mesh-Guided 3D Gaussians for Semantic-Aware Object Morphing

   Mengtian Li ,  Yunshu Bai ,  Yimin Chu ,  Yijun Shen ,  Zhongmei Li ,  Weifeng Ge ,  Zhifeng Xie ,  and  Chaofeng Chen

   2025

   arXiv Bib

   @misc{li2025gaussianmorphingmeshguided3dgaussians,
     title = {GaussianMorphing: Mesh-Guided 3D Gaussians for Semantic-Aware Object Morphing},
     author = {Li, Mengtian and Bai, Yunshu and Chu, Yimin and Shen, Yijun and Li, Zhongmei and Ge, Weifeng and Xie, Zhifeng and Chen, Chaofeng},
     year = {2025},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
     url = {https://arxiv.org/abs/2510.02034}
   }

2. AvatarBrush: Monocular Reconstruction of Gaussian Avatars with Intuitive Local Editing

   Mengtian Li ,  Shengxiang Yao ,  Yichen Pan ,  Haiyao Xiao ,  Zhongmei Li ,  Zhifeng Xie ,  and  Keyu Chen

   2025

   arXiv Bib

   @misc{li2025avatarbrushmonocularreconstructiongaussian,
     title = {AvatarBrush: Monocular Reconstruction of Gaussian Avatars with Intuitive Local Editing},
     author = {Li, Mengtian and Yao, Shengxiang and Pan, Yichen and Xiao, Haiyao and Li, Zhongmei and Xie, Zhifeng and Chen, Keyu},
     year = {2025},
     archiveprefix = {arXiv},
     primaryclass = {cs.GR},
     url = {https://arxiv.org/abs/2511.19189}
   }

3. Infinite Motion: Extended Motion Generation via Long Text Instructions

   Mengtian Li ,  Chengshuo Zhai ,  Shengxiang Yao ,  Zhifeng Xie ,  and  Keyu Chen

   2024

   arXiv Bib Website

   @misc{li2024infinite,
     title = {Infinite Motion: Extended Motion Generation via Long Text Instructions},
     author = {Li, Mengtian and Zhai, Chengshuo and Yao, Shengxiang and Xie, Zhifeng and Chen, Keyu},
     eprint = {2407.08443},
     archiveprefix = {arXiv},
     year = {2024},
     primaryclass = {cs.CV},
   }

4. GaussianBody: Clothed Human Reconstruction via 3d Gaussian Splatting

   Mengtian Li ,  Shengxiang Yao ,  Zhifeng Xie ,  and  Keyu Chen

   2024

   arXiv Bib

   @misc{li2024gaussianbody,
     title = {GaussianBody: Clothed Human Reconstruction via 3d Gaussian Splatting},
     author = {Li, Mengtian and Yao, Shengxiang and Xie, Zhifeng and Chen, Keyu},
     year = {2024},
     eprint = {2401.09720},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
   }