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A fuzzy video content representation for video summarization and content-based retrieval

机译:用于视频摘要和基于内容的检索的模糊视频内容表示

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摘要

In this paper, a fuzzy representation of visual content is proposed, which is useful for the new emerging multimedia applications, such as content-based image indexing and retrieval, video browsing and summarization. In particular, a multidimensional fuzzy histogram is constructed for each video frame based on a collection of appropriate features, extracted using video sequence analysis techniques. This approach is then applied both for video summarization, in the context of a content-based sampling algorithm, and for content-based indexing and retrieval. In the first case, video summarization is accomplished by discarding shots or frames of similar visual content so that only a small but meaningful amount of information is retained (key-frames). In the second case, a content-based retrieval scheme is investigated, so that the most similar images to a query are extracted. Experimental results and comparison with other known methods are presented to indicate the good performance of the proposed scheme on real-life video recordings.
机译:本文提出了一种视觉内容的模糊表示方法,对基于内容的图像索引和检索,视频浏览和摘要等新兴的多媒体应用非常有用。特别地,基于使用视频序列分析技术提取的适当特征的集合,为每个视频帧构造多维模糊直方图。然后,在基于内容的采样算法的上下文中,将这种方法既用于视频摘要,又用于基于内容的索引和检索。在第一种情况下,视频摘要是通过丢弃具有相似视觉内容的镜头或帧来实现的,因此仅保留了少量但有意义的信息(关键帧)。在第二种情况下,研究了基于内容的检索方案,以便提取与查询最相似的图像。实验结果和与其他已知方法的比较表明了该方案在现实生活中的录像性能良好。

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