Multi-Agent Systems Short-Drama Generation Narrative Planning Spatial Consistency
摘要

现有短剧生成方法依赖单次生成的脚本和松散耦合流程,难以满足叙事节奏、空间一致性及生产级质量控制需求。本文提出“一句一剧”分层多智能体框架,将用户单句创意转化为完整短剧。该方法包含三大核心组件:基于多智能体辩论的故事生成模块以强化叙事连贯性;基于 3D 定位的首帧生成机制以确保跨镜头空间一致性;以及覆盖脚本、视觉和视频生成的多阶段审查循环。实验表明,该方法在叙事质量、跨镜头一致性及整体观看体验上显著优于现有流程。

AI 推荐理由

论文核心为分层多智能体框架,重点在于故事节奏规划、空间一致性规划及多阶段审查循环。

研究机构
MedVisAI Lab, Lee Kong Chian School of Medicine, Nanyang Technological University National University of Singapore Beijing Institute of Technology Tsinghua University University of Electronic Science and Technology of China Guangming Laboratory Five Years After Breaking Up, They Reunite in the ER—She’s His Attending Physician
论文信息
作者 Yufei Shi, Weilong Yan, Naixuan Huang, Yucheng Chen, Chenyu Zhang et al.
发布日期 2026-05-21
arXiv ID 2605.22144
相关性评分 8/10 (高度相关)