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Exposing frame deletion by detecting abrupt changes in video streams

机译:通过检测视频流的突然变化来暴露帧删除

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摘要

Many existing methods for frame deletion detection attempt to detect abnormal periodical artifacts in video stream, however, due to a number of reasons, the periodical artifacts can not always be reliably detected. In this paper, we propose a new method for frame deletion detection. Rather than detecting abnormal periodical artifacts, we devise two features to measure the magnitude of variation in prediction residual and the number of intra macro blocks. Based on the devised features, we propose a fused index to capture abnormal abrupt changes in video streams. We create a dataset which consists of 6 subsets, and test the detection capability of our method in both video level and GOP (Group of Pictures) level. The experimental results show that the proposed method performs stably under various configurations. (C) 2016 Elsevier B.V. All rights reserved.
机译:许多现有的用于帧删除检测的方法试图检测视频流中的异常周期性伪像,但是,由于多种原因,不能总是可靠地检测周期性伪像。在本文中,我们提出了一种新的帧删除检测方法。而不是检测异常的周期伪像,我们设计了两个功能来测量预测残差的变化幅度和内部宏块的数量。基于设计的功能,我们提出了一种融合索引来捕获视频流中的异常突然变化。我们创建一个由6个子集组成的数据集,并在视频级别和GOP(图片组)级别上测试我们方法的检测能力。实验结果表明,该方法在各种配置下都能稳定运行。 (C)2016 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2016年第12期|84-91|共8页
  • 作者单位

    Harbin Univ Sci & Technol, Sch Software, Harbin, Peoples R China|Harbin Inst Technol, Sch Comp Sci & Technol, Harbin, Peoples R China;

    Harbin Inst Technol, Sch Comp Sci & Technol, Harbin, Peoples R China;

    Harbin Inst Technol, Sch Comp Sci & Technol, Harbin, Peoples R China;

    Harbin Inst Technol, Sch Comp Sci & Technol, Harbin, Peoples R China;

    Univ Hong Kong, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China;

    Jinan Univ, Dept Optoelect Engn, Guangzhou, Guangdong, Peoples R China;

    Heilongjiang Univ, Sch Elect Engn, Harbin, Peoples R 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 forensics; Anomaly detection; Frame deletion detection; Video stream analysis;

    机译:视频取证;异常检测;帧删除检测;视频流分析;

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