Research Intern | Kling AI team, Kuaishou Inc
Time: Feb 2025 - Apr 2026. Mentor: Dr. Huan Yang.
Topic: Diffusion Model, Personalized Image Generation.

Advancing Subject Consistent and Textual Alignment Personalized Image Generation via Precise Attribute Learning.
Zijian He, Zheng Liu, Huiguo He, Weizhi Zhong, Yejun Tang, Huan Yang, Di Zhang, Guanbin Li.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPR Workshops), 2026
[Project] [Paper]

SpatialDiff: 3D-Aware Object Movement via Implicit Spatial Modeling.
Zheng Liu, Zijian He, Huiguo He, Weizhi Zhong, Yejun Tang, Huan Yang, Kun Gai, Guanbin Li.
Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR), 2026
[Project] [Paper]

ChunQiuTR: Time-Keyed Temporal Retrieval in Classical Chinese Annals.
Yihao Wang, Zijian He, Jie Ren, Keze Wang.
Findings of the Annual Meeting of the Association for Computational Linguistics (ACL Findings), 2026
[Code] [Paper]

One Model for All: Unified Try-On and Try-Off in Any Pose via LLM-Inspired Bidirectional Tweedie Diffusion.
Jinxi Liu, Zijian He(Co-first Author), Guangrun Wang, Guanbin Li, Liang Lin.
Findings of the Computer Vision and Pattern Recognition Conference (CVPR Findings), 2026
[Project] [Paper]

Mod-Adapter: Tuning-Free and Versatile Multi-concept Personalization via Modulation Adapter
Weizhi Zhong, Huan Yang, Zheng Liu, Huiguo He, Zijian He, Xuesong Niu, Di Zhang, Guanbin Li
International Conference on Learning Representations(ICLR),2026
[Project] [Paper] [Code]

VTON 360: High-fidelity Virtual Try-on from any Viewing Direction
Zijian He, Yuwei Ning, Yipeng Qin, Guangrun Wang, Sibei Yang, Liang Lin, Guanbin Li
Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR), 2025
[Project] [Paper] [Code]

Efficient and Robust Video Virtual Try-On Framework via Enhanced Multi-garment Alignment
Zijian He, Peixin Chen, Guolin Zheng, Guangrun Wang, Xiaonan Luo, Liang Lin, Guanbin Li
IEEE Transactions on Multimedia (TMM), 2025
[Project] [Paper] [Code]

Wildvidfit: Video Virtual Try-on in the Wild via Image-based Controlled Diffusion Models
Zijian He, Peixin Chen, Guangrun Wang, Guanbin Li, Philip HS Torr, Liang Lin
European Conference on Computer Vision (ECCV), 2024
[Project] [Paper] [Code]

Vehicle Global 6-DoF Pose Estimation under Traffic Surveillance Camera
Shanxin Zhang, Cheng Wang, Zijian He, Qing Li, Xiuhong Lin, Xin Li, Juyong Zhang, Chenhui Yang, Jonathan Li
ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS), 2020
[Project] [Paper] [Code]