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Papers Subject-driven Video Generation

“Subject-driven Video Generation” 태그가 달린 논문 4편 · 필터 해제

Subject-driven Video Generation via Disentangled Identity and Motion

2025-04-23 · Daneul Kim, Jingxu Zhang, Wonjoon Jin, Sunghyun Cho 외

We propose to train a subject-driven customized video generation model through decoupling the subject-specific learning from temporal dynamics in zero-shot without additional tuning. A traditional method for video custom…

Subject-driven Video GenerationVideo Generation

StableAnimator: High-Quality Identity-Preserving Human Image Animation

2024-11-26 · CVPR 2025 1 · Shuyuan Tu, Zhen Xing, Xintong Han, Zhi-Qi Cheng 외

Current diffusion models for human image animation struggle to ensure identity (ID) consistency. This paper presents StableAnimator, the first end-to-end ID-preserving video diffusion framework, which synthesizes high-qu…

DenoisingFace ReenactmentHuman AnimationImage Animation+2

EchoMimicV2: Towards Striking, Simplified, and Semi-Body Human Animation

2024-11-15 · CVPR 2025 1 · Rang Meng, Xingyu Zhang, Yuming Li, Chenguang Ma

Recent work on human animation usually involves audio, pose, or movement maps conditions, thereby achieves vivid animation quality. However, these methods often face practical challenges due to extra control conditions, …

Audio-Driven Body AnimationHuman AnimationImage to Video GenerationSubject-driven Video Generation+1

Dreamix: Video Diffusion Models are General Video Editors

2023-02-02 · Eyal Molad, Eliahu Horwitz, Dani Valevski, Alex Rav Acha 외

Text-driven image and video diffusion models have recently achieved unprecedented generation realism. While diffusion models have been successfully applied for image editing, very few works have done so for video editing…

Image AnimationImage to Video GenerationSubject-driven Video GenerationText-to-Video Editing+2
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