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On the use of audio events for improving video scene segmentation

机译:关于使用音频事件改善视频场景分割

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This work deals with the problem of automatic temporal segmentation of a video into elementary semantic units known as scenes. Its novelty lies in the use of high-level audio information in the form of audio events for the improvement of scene segmentation performance. More specifically, the proposed technique is built upon a recently proposed audio-visual scene segmentation approach that involves the construction of multiple scene transition graphs (STGs) that separately exploit information coming from different modalities. In the extension of the latter approach presented in this work, audio event detection results are introduced to the definition of an audio-based scene transition graph, while a visual-based scene transition graph is also defined independently. The results of these two types of STGs are subsequently combined. The application of the proposed technique to broadcast videos demonstrates the usefulness of audio events for scene segmentation.
机译:这项工作解决了将视频自动时间分割成称为场景的基本语义单元的问题。它的新颖之处在于使用音频事件形式的高级音频信息来改善场景分割性能。更具体地,所提出的技术建立在最近提出的视听场景分割方法的基础上,该方法涉及构造多个场景转换图(STG),这些场景转换图分别利用来自不同模态的信息。在本文提出的后一种方法的扩展中,音频事件检测结果被引入到基于音频的场景过渡图的定义中,而基于视觉的场景过渡图也被独立定义。随后将这两种类型的STG的结果合并。所提出的技术在广播视频中的应用证明了音频事件对于场景分割的有用性。

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