📝 Publications

CVPR 2026
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SMRABooth: Subject and Motion Representation Alignment for Customized Video Generation
Xuancheng Xu, Yaning Li, Sisi You, Bing-kun Bao

[Paper] [Project page] [Code] GitHub Stars

  • IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2026
  • We explore the application of representation alignment in video customization and demonstrate significant performance improvements across various baselines.
Under Evaluation
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Disco-LoRA: Disentangled Composition of Content, Style, and Motion for Multi-concept Video Customization
Xuancheng Xu, Gengyun Jia, Bing-kun Bao

[Project page]

  • Under Evaluation.
  • We pioneer the task of multi-concept video customization by systematically categorizing content, style, and motion, and establish a comprehensive benchmark comprising four distinct tasks to evaluate this capability. Furthermore, we introduce a novel framework to effectively disentangle and recombine diverse concepts from data.
ICME 2025 Oral
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CLGC: Continuous layout guidance for consistent text-to-video editing
Xuancheng Xu, Ming Tao, Bing-kun Bao

[Paper]

  • IEEE International Conference on Multimedia & Expo (ICME) 2025 [Oral]
  • We propose CLGC, a novel framework that leverages layout guidance for consistent and efficient video editing.