We introduce VideoTree, a query-adaptive and hierarchical framework for long-video understanding with LLMs. Specifically, VideoTree dynamically extracts query-related …

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2024年5月29日 · To tackle these challenges, we propose VideoTree, a training-free framework which builds a query-adaptive and hierarchical video representation for LLM reasoning over …

VideoTree helps to extract query-related information in long videos in a coarse-to-fine style. We first cluster videos via their visual embeddings, and then build a tree structure in a query …

2024年6月7日 · VideoTree通过 自适应和分层 的方法，动态提取与查询相关的视频帧，并 构建基于树的视频表示，以供大型语言模型 (LLMs)进行推理。 这种方法针对以往长视频理解中存在 …

VideoTree从视频中动态提取与查询相关的信息，并构建基于树的表示形式，用于LLM推理。 首先，VideoTree通过迭代地基于它们的视觉特征对帧进行聚类，并使用它们与查询的相关性对聚 …