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An auto-encoder-based summarization algorithm for unstructured videos

机译:基于自动编码器的非结构化视频摘要算法

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摘要

Video summarization is an effective way to quick view videos and relieve the pressure of videos storage. However the traditional algorithms are hardly adapted to unstructured videos, due to the unobvious for scenes changing and ignoring the structure of the videos. Therefore, an Auto-encoder-based summarization algorithm is proposed in this paper for unstructured videos. Each video structure is detected by an Auto-encoder and both of the interestingness and representativeness of each video segment are predicted by the reconstruction errors of the segment. Meanwhile, most interesting and representative summarization is generated with the limited summary length. The experimental results show that the proposed algorithm obtained a better performance by comparing with the state-of-the-art.
机译:视频摘要是一种快速查看视频并减轻视频存储压力的有效方法。然而,由于场景变化和忽略视频结构的不明显性,传统算法很难适应非结构​​化视频。因此,针对非结构化视频,本文提出了一种基于自动编码器的摘要算法。每个视频结构都由自动编码器检测,并且每个视频片段的兴趣度和代表性都通过该片段的重构误差进行预测。同时,在有限的摘要长度下生成了最有趣和最具代表性的摘要。实验结果表明,与现有技术相比,该算法具有更好的性能。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2017年第23期|25039-25056|共18页
  • 作者单位

    Beihang Univ, Sch Comp Sci & Engn, Beijing Key Lab Digital Media, Beijing 100083, Peoples R China;

    Beihang Univ, Sch Comp Sci & Engn, Beijing Key Lab Digital Media, Beijing 100083, Peoples R China;

    Beijing Inst Graph, Beijing 100029, Peoples R China;

    Beihang Univ, Sch Comp Sci & Engn, Beijing Key Lab Digital Media, Beijing 100083, Peoples R China;

    Beihang Univ, Sch Comp Sci & Engn, Beijing Key Lab Digital Media, Beijing 100083, Peoples R China;

    Beihang Univ, Sch Comp Sci & Engn, Beijing Key Lab Digital Media, Beijing 100083, Peoples R China|Beihang Univ, Digital Media Lab, Beijing, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Video summarization; Auto-encoder; Video analysis;

    机译:视频汇总;自动编码器;视频分析;

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