Publications

Note: # = Equal Contribution, * = Corresponding Author.

• CVPR26W CVEU

  DRA-MTransfer: Physically Realistic Video Motion Transfer with Dual-Grained Re-Adaptation

  Guoli Jia , Zhiyuan Ma , Junyao Hu , Xinwei Long , Kai Tian , Kaikai Zhao , Zhaoxiang Liu , Kai Wang , Shiguo Lian , Bowen Zhou*

  TL;DR: DRA-MTransfer leverages dual-grained re-adaptation to unlock motion priors in video diffusion models, enhancing physical realism in motion transfer while maintaining fidelity and coherence.

• CVPR26

  Garments2Look: A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with Clothing and Accessories

  Junyao Hu , Zhongwei Cheng , Waikeung Wong , Xingxing Zou*

  TL;DR: Garments2Look, the first outfit-level VTON dataset with 80K pairs, 40 categories, rich annotations, tests SOTA models and reveals their limitations in layering/styling.

  

• arXiv25

  Emotion-Director: Bridging Affective Shortcut in Emotion-Oriented Image Generation

  Guoli Jia# , Junyao Hu# , Xinwei Long , Kai Tian , Kaiyan Zhang , KaiKai Zhao , Ning Ding , Bowen Zhou*

  TL;DR: Emotion-Director enhances text-to-image emotion control via a collaborative diffusion model, prompt rewriting agent, synthetic emotion data, and improved DPO fine-tuning.

  

• CVPR24

  ExtDM: Distribution Extrapolation Diffusion Model for Video Prediction

  Zhicheng Zhang# , Junyao Hu# , Wentao Cheng* , Danda Paudel , Jufeng Yang

  TL;DR: We present ExtDM, a new diffusion model that extrapolates video content from current frames by accurately modeling distribution shifts towards future frames.