HuggingFace Daily Papers·· 2 天前
Manga2Animate：用剧本与分镜规划实现忠实漫画动画化的智能体框架
Manga2Animate: An Agentic Framework for Faithful Manga Animation with Script and Storyboard Planning
AI 导读
Manga2Animate 是一个多智能体框架，把漫画动画化拆解为动画剧本和视觉分镜两种中间表示，每步由创作者智能体生成、配对审核智能体对照原漫画分镜校验，经表示专属筛选与双层反馈逐步精修后再合成最终动画。实验与用户研究显示，其动画比现有最先进方法更忠实原作、镜头间一致性更好。
正文 · 原文
Abstract:Adapting existing manga into coherent animation that stays faithful to the source is a valuable yet challenging task. Existing methods either access the manga mainly through text, losing its characters and art style, or feed manga pages directly into video generation models, which misinterpret the manga's structure and produce incorrect storylines. In this paper, we propose Manga2Animate, a multi-agent framework that grounds every stage of generation in the source manga. We decompose the task into two intermediate representations, an animation script and a visual storyboard. Each representation is produced by a creator agent and reviewed against the source panels by a paired reviewer agent. We tailor representation-specific selection and dual-level feedback to progressively refine both before synthesizing the final animation. Extensive experiments and a user study demonstrate that Manga2Animate produces animations more faithful to the source manga and more consistent across shots than state-of-the-art approaches. Project page: this https URL
| Comments: | Project page: this https URL |
| Subjects: | Computer Vision and Pattern Recognition (cs.CV) |
| Cite as: | arXiv:2610.26851 [cs.CV] |
| (or arXiv:2610.26851v1 [cs.CV] for this version) | |
| https://doi.org/10.48550/arXiv.2610.26851 arXiv-issued DOI via DataCite (pending registration) |
Submission history
From: Hsi-An Chen [view email]
[v1]
Mon, 19 Oct 2026 17:59:46 UTC (29,855 KB)
来源：HuggingFace Daily Papers · arxiv.org