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Similarity search of videos based on mixture distributions

机译:基于混合分布的视频相似度搜索

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摘要

A similarity search method is presented for videos based on their segmentation by clustering. Videos are partitioned into shots by clustering of the set of frames based on color histograms. The performance of this segmentation is improved by addition of temporal information to color data. Videos are represented by mixture distributions and the distance between videos is evaluated by the works needed for transforming one distribution to another one. This distance is used for similarity search of videos. It is also shown for this similarity search that its performance is raised by incorporating temporal information. Finally a filtering method based on an inequality for the distance is devised for speeding up the similarity search.
机译:提出了一种基于聚类的视频分割相似度搜索方法。通过基于颜色直方图对一组帧进行聚类,将视频划分为镜头。通过将时间信息添加到颜色数据中,可以提高这种分割的性能。视频用混合分布表示,视频之间的距离通过将一种分布转换为另一种分布所需的工作来评估。该距离用于视频的相似度搜索。对于这种相似性搜索,还显示出通过合并时间信息可以提高其性能。最后,提出了一种基于距离不等式的滤波方法,以加快相似度搜索。

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