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An approach to detect video frame deletion under anti-forensics

机译:一种在反取证下检测视频帧删除的方法

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摘要

As a simple yet effective operation, frame deletion is widely used in video forgery. Many video forensic techniques have been developed to detect this manipulation. Some inter-frame continuity based methods are capable to detect frame deletion as well as locate the frame deletion points precisely. However, due to the simple principle, this kind of inter-frame continuity based methods are vulnerable to anti-forensic strategies. In this paper, we first put forward an inter-frame interpolation as ananti-forensic operation which is easy to realize. Then, to detect video frame deletion under anti-forensics, the new artifacts introduced by interpolation are analyzed, and we present a global and local joint feature to distinguish the interpolated frames and pristine frames. The feature overcomes the problem of weak residual in HEVC videos, and low dimension ensures the real-time detection. Experimental results show that the anti-forensic view we proposed needs to be considered in frame deletion forensics. In addition, the proposed global and local joint feature can detect frame deletion under anti-forensic operation effectively.
机译:作为一种简单而有效的操作,帧删除已广泛用于视频伪造中。已经开发了许多视频取证技术来检测这种操纵。一些基于帧间连续性的方法能够检测帧删除以及精确定位帧删除点。然而,由于简单的原理,这种基于帧间连续性的方法容易受到反取证策略的影响。在本文中,我们首先提出了一种帧间插值作为易于实现的反取证操作。然后,为了检测反取证下的视频帧删除,分析了由插值引入的新伪像,并提出了全局和局部联合特征来区分插值帧和原始帧。该功能克服了HEVC视频中残差较小的问题,并且低尺寸确保了实时检测。实验结果表明,在帧删除取证中需要考虑我们提出的反取证观点。此外,所提出的全局和局部联合特征可以有效地检测到在取证操作下的帧删除。

著录项

  • 来源
    《Journal of Real-Time Image Processing》 |2019年第3期|751-764|共14页
  • 作者单位

    Beijing Jiaotong Univ, Inst Informat Sci, Beijing 100044, Peoples R China|Beijing Key Lab Adv Informat Sci & Network Techno, Beijing 100044, Peoples R China;

    Beijing Jiaotong Univ, Inst Informat Sci, Beijing 100044, Peoples R China|Beijing Key Lab Adv Informat Sci & Network Techno, Beijing 100044, Peoples R China;

    Beijing Jiaotong Univ, Inst Informat Sci, Beijing 100044, Peoples R China|Beijing Key Lab Adv Informat Sci & Network Techno, Beijing 100044, 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 forensics; Frame deletion; Interpolated frames; Compression artifacts;

    机译:视频取证;帧删除;插值帧;压缩伪像;

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