Hi there! My name is Xiaomin Li (李小民), currently a fourth-year PhD student at the IIAU-Lab, Dalian University of Technology, advised by Prof. Huchuan Lu(IEEE Fellow) and Prof. Xu Jia. I obtained my Master’s degree and Bachelor’s degree from Jilin University supervised by Prof. Hao Xu. My current research interests primarily focus on Video/Image Generation and Multimodal Large Language Models. Please feel free to contact me if you are interested in my research or potential collaborations.
🔥 News
- 2026.04: 🎉🎉 One Paper is accepted by ACL Findings 2026.
- 2026.03: 🎉🎉 One Paper is accepted by CVPR 2026.
- 2025.06: 🎉🎉 One Paper is accepted by ICCV 2025.
- 2025.03: 🎉🎉 One Paper is accepted by CVPR 2025 Highlight.
📝 Publications

Seek-and-Solve: Benchmarking MLLMs for Visual Clue-Driven Reasoning in Daily Scenarios
Xiaomin Li*, Tala Wang*, Zichen Zhong*, Ying Zhang, Zirui Zheng, Takashi Isobe, Dezhuang Li, Huchuan Lu, You He, Xu Jia✉
*Equal Contribution ✉Corresponding Author
[Project Page] [Code] [Paper]

ReNeg: Learning Negative Embedding with Reward Guidance
Xiaomin Li*, Yixuan Liu*, Takashi Isobe, Xu Jia✉, Qinpeng Cui, Dong Zhou, Dong Li, You He, Huchuan Lu, Zhongdao Wang✉, Emad Barsoum
*Equal Contribution ✉Corresponding Author

MoTrans: Customized Motion Transfer with Text-driven Video Diffusion Models
Xiaomin Li*, Xu Jia✉, Qinghe Wang, Haiwen Diao, Mengmeng Ge, Pengxiang Li, You He, Huchuan Lu
*Equal Contribution ✉Corresponding Author
[Paper]

MoBox: Enhancing Video Object Segmentation with Motion-Augmented Box Supervision
Xiaomin Li*, Qinghe Wang, Dezhuang Li, Mengmeng Ge, Xu Jia✉, You He, Huchuan Lu
*Equal Contribution ✉Corresponding Author
[Paper]

CCL-LGS: Contrastive Codebook Learning for 3D Language Gaussian Splatting
Lei Tian, Xiaomin Li, Liqian Ma, Hao Yin, Zirui Zheng, Hefei Huang, Taiqing Li, Huchuan Lu, Xu Jia✉
✉Corresponding Author
[Paper]
CharacterFactory: Sampling Consistent Characters with GANs for Diffusion Models
Qinghe Wang, Baolu Li, Xiaomin Li, Bing Cao, Liqian Ma, Huchuan Lu, Xu jia✉. ✉Corresponding Author
[Project Page] [Gradio Demo🤗] [Paper] [Code]
💻 Internships
- 2025.09 - now, Tencent WeChat, China.
- 2024.05 - 2025.08, AMD, China.
🎖 Honors and Awards
- 2025.12 Awarded as an Outstanding Graduate of Liaoning Province.
- 2025.03 One paper accepted as CVPR 2025 Highlight.
- 2025.10 Received the Sonosray Scholarship.
- 2025.09 Received the Doctoral Dissertation Excellence Scholarship.
- 2024.10 Received the Doctoral Graduate Excellence Scholarship.
- 2021.10 Received the National Scholarship.
📖 Educations
- 2022.06 - now, PhD, Dalian University of Technology, Dalian.
- 2019.09 - 2022.06, Master, Jilin University, Changchun.
- 2015.09 - 2019.06, Undergraduate, Jilin University, Changchun.