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Within and Between Shot Information Utilisation in Video Key Frame Extraction

机译:视频关键帧提取中镜头信息的内部和之间的利用

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摘要

In consequence of the popularity of family video recorders and the surge of Web 2.0, increasing amounts of videos have made the management and integration of the information in videos an urgent and important issue in video retrieval. Key frames, as a high-quality summary of videos, play an important role in the areas of video browsing, searching, categorisation, and indexing. An effective set of key frames should include major objects and events of the video sequence, and should contain minimum content redundancies. In this paper, an innovative key frame extraction method is proposed to select representative key frames for a video. By analysing the differences between frames and utilising the clustering technique, a set of key frame candidates (KFCs) is first selected at the shot level, and then the information within a video shot and between video shots is used to filter the candidate set to generate the final set of key frames. Experimental results on the TRECVID 2007 video dataset have demonstrated the effectiveness of our proposed key frame extraction method in terms of the percentage of the extracted key frames and the retrieval precision.
机译:由于家庭录像机的普及和Web 2.0的兴起,越来越多的视频使视频信息的管理和集成成为视频检索中迫切而重要的问题。关键帧是视频的高质量摘要,在视频浏览,搜索,分类和索引编制领域中发挥着重要作用。有效的关键帧集应包括视频序列的主要对象和事件,并应包含最少的内容冗余。本文提出了一种创新的关键帧提取方法,用于选择视频的代表性关键帧。通过分析帧之间的差异并利用聚类技术,首先在镜头级别选择一组关键帧候选(KFC),然后使用视频镜头内和视频镜头之间的信息来过滤候选集以生成最后一组关键帧。在TRECVID 2007视频数据集上的实验结果从提取的关键帧的百分比和检索精度方面证明了我们提出的关键帧提取方法的有效性。

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