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An interactive and multi-level framework for summarising user generated videos

机译:一个交互式的多级框架,用于汇总用户生成的视频

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摘要

We present an interactive and multi-level abstraction framework for user-generated video (UGV) summarisation, allowing a user the flexibility to select a summarisation criterion out of a number of methods provided by the system. First, a given raw video is segmented into shots, and each shot is further decomposed into sub-shots in line with the change in dominant camera motion. Secondly, principal component analysis (PCA) is applied to the colour representation of the collection of sub-shots, and a content map is created using the first few components. Each sub-shot is represented with a ``footprint'' on the content map, which reveals its content significance (coverage) and the most dynamic segment. The final stage of abstraction is\uddevised in a user-assisted manner whereby a user is able to specify a desired summary length, with options to interactively perform abstraction at different granularity of visual comprehension. The results obtained show the potential benefit in significantly alleviating the burden of\udlaborious user intervention associated with conventional video editing/browsing.
机译:我们为用户生成的视频(UGV)摘要提供了一个交互式的多层抽象框架,使用户可以灵活地从系统提供的多种方法中选择摘要标准。首先,将给定的原始视频分割为多个镜头,然后根据主要摄像机运动的变化将每个镜头进一步分解为子镜头。其次,将主成分分析(PCA)应用于子镜头集合的颜色表示,并使用前几个成分创建内容映射。每个子镜头在内容地图上均以``足迹''表示,以显示其内容重要性(覆盖率)和最动态的片段。以用户辅助的方式对抽象的最后阶段进行了设计,从而使用户能够指定所需的摘要长度,并具有以不同的视觉理解粒度交互执行抽象的选项。获得的结果显示出潜在的好处,可以显着减轻与常规视频编辑/浏览相关的\不必要的用户干预的负担。

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