研究人员开发了两个新框架VideoAgent和UniVideo，旨在推进视频理解和编辑能力。VideoAgent采用多智能体协同系统，配备专门的编辑智能体来处理各种视频操作和长篇叙事创作，实现了高成功率和接近人类水平的质量。UniVideo则采用双流设计，结合了多模态大语言模型和扩散Transformer，实现了统一的视频生成与编辑，并展示了对未见任务和任务组合的泛化能力。 AI
影响 这些进展可能带来更复杂的AI驱动视频创作工具和自动化内容生成平台。
排序理由 两篇介绍视频理解与编辑新框架的研究论文。
AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →
arXiv:2606.23327v2 Announce Type: replace-cross Abstract: Video editing has become essential in digital media creation, yet existing automated systems are restricted to short segment processing and domain-specific tasks. They face two critical limitations: i) inability to handle …
arXiv:2510.08377v4 Announce Type: replace Abstract: Unified multimodal models have shown promising results in multimodal content generation and editing but remain largely limited to the image domain. In this work, we present UniVideo, a versatile framework that extends unified mo…