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An adaptive video shot segmentation scheme based on dual-detection model

机译:基于双检测模型的自适应视频镜头分割方案

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摘要

Efficient segmentation of the video shots is the important and foundational work for the research of video content retrieval and analysis. A video shot segmentation scheme based on a dual-detection model is proposed, which includes the pre-detection and re-detection processes. The concepts of uneven blocked color histogram difference and uneven blocked pixel value difference based on human visual features are introduced, which are used as the main descriptors of the pre-detection process to enlarge the importance of central areas and to reduce the noises of background movements and logos. And the adaptive binary search method is introduced to fast detect boundaries with a time complexity of O(log_2n). In the re-detection round, the scale invariant feature transform is applied to re-detect boundaries so as to improve the detection precision rate. Experiments show that this algorithm can improve both the recall rate and the precision rate of video shot boundary detection, especially for gradual shot boundaries.
机译:视频镜头的有效分割是视频内容检索与分析研究的重要基础。提出了一种基于双重检测模型的视频镜头分割方案,该方案包括预检测和重检测过程。介绍了基于人类视觉特征的不均匀块状颜色直方图差异和不均匀块状像素值差异的概念,它们被用作预检测过程的主要描述符,以扩大中心区域的重要性并减少背景运动的噪声和徽标。引入了自适应二进制搜索方法,以时间复杂度为O(log_2n)快速检测边界。在重检测轮中,将尺度不变特征变换应用于重检测边界,以提高检测精度。实验表明,该算法可以提高视频镜头边界检测的查全率和查准率,特别是对于渐进镜头边界。

著录项

  • 来源
    《Neurocomputing》 |2013年第20期|102-111|共10页
  • 作者单位

    School of Information Security Engineering, Shanghai Jiao Tong University, Shanghai 200240, China,State Key Laboratory of Software Engineering, School of Computer, Wuhan University, Wuhan 430072, China;

    School of Information Security Engineering, Shanghai Jiao Tong University, Shanghai 200240, China,State Key Laboratory of Software Engineering, School of Computer, Wuhan University, Wuhan 430072, China;

    State Key Laboratory of Software Engineering, School of Computer, Wuhan University, Wuhan 430072, China,Key Laboratory of Complex System & Intelligence Science, Institute of Automation, Chinese Academy of Science, Beijing 100190, China,Key Laboratory of Shanghai Information Security Management and Technology Research, Shanghai 200240, China;

    School of Information Security Engineering, Shanghai Jiao Tong University, Shanghai 200240, China;

    Key Laboratory of Complex System & Intelligence Science, Institute of Automation, Chinese Academy of Science, Beijing 100190, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Video shot segmentation; Scale invariant feature transform; Dual-detection model; Adaptive binary search;

    机译:视频镜头分割;尺度不变特征变换;双重检测模型;自适应二进制搜索;

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