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20232026
most citedDirect Inversion: Boosting Diffusion-based Editing with 3 Lines of Code

9 citations · 18 across the 12 of their papers we have counts for

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6 papers · 1 filter

cs.CV2025

Video-As-Prompt: Unified Semantic Control for Video Generation

Yuxuan Bian, Xin Chen, Zenan Li +4

Unified, generalizable semantic control in video generation remains a critical open challenge. Existing methods either introduce artifacts by enforcing inappropriate pixel-wise pri…

cs.CV2025

EditVerse: Unifying Image and Video Editing and Generation with In-Context Learning

Xuan Ju, Tianyu Wang, Yuqian Zhou +11

Recent advances in foundation models highlight a clear trend toward unification and scaling, showing emergent capabilities across diverse domains. While image generation and editin…

cs.CV2025

VideoPainter: Any-length Video Inpainting and Editing with Plug-and-Play Context Control

Yuxuan Bian, Zhaoyang Zhang, Xuan Ju +4

Video inpainting, which aims to restore corrupted video content, has experienced substantial progress. Despite these advances, existing methods, whether propagating unmasked region…

cs.CV2025

FullDiT: Multi-Task Video Generative Foundation Model with Full Attention

Xuan Ju, Weicai Ye, Quande Liu +6

Current video generative foundation models primarily focus on text-to-video tasks, providing limited control for fine-grained video content creation. Although adapter-based approac…

cs.CV2024

BrushEdit: All-In-One Image Inpainting and Editing

Yaowei Li, Yuxuan Bian, Xuan Ju +5

Image editing has advanced significantly with the development of diffusion models using both inversion-based and instruction-based methods. However, current inversion-based approac…

cs.CV2024

MotionCraft: Crafting Whole-Body Motion with Plug-and-Play Multimodal Controls

Yuxuan Bian, Ailing Zeng, Xuan Ju +4

Whole-body multimodal motion generation, controlled by text, speech, or music, has numerous applications including video generation and character animation. However, employing a un…