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Double JPEG compression detection based on block statistics

机译:基于块统计信息的双重JPEG压缩检测

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摘要

In this paper, a novel method is proposed to detect the aligned double JPEG compression with different quantization matrix. The proposed method is based on the theory that the correlation among adjacent coefficients of frequency spectrum in DCT blocks is enhanced after DCT transformation, and the correlation among same locations in adjacent DCT blocks is strong. Classification features are divided into two types, the intra-block frequency domain features and the inter-block frequency domain features. The intra-block frequency domain features are used to catch the strong correlation among adjacent coefficients in DCT blocks, and the inter-block frequency domain features are used to catch the correlation among same locations of adjacent DCT blocks. Then the intra-block frequency domain features with inter-block frequency domain features are combined as the classification features. Finally, the classification features are used to train classifiers to detect double JPEG compression. The results of extensive experiments demonstrate the effectiveness of the proposed method.
机译:本文提出了一种新的方法来检测具有不同量化矩阵的对齐双JPEG压缩。该方法基于DCT变换后增强DCT块中频谱相邻系数之间的相关性,并且相邻DCT块中相同位置之间的相关性强的理论。分类特征分为块内频域特征和块间频域特征两种类型。块内频域特征用于捕获DCT块中相邻系数之间的强相关性,并且块间频域特征用于捕获相邻DCT块中相同位置之间的相关性。然后,将块内频域特征与块间频域特征组合为分类特征。最后,分类特征用于训练分类器以检测双重JPEG压缩。大量实验结果证明了该方法的有效性。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2018年第24期|31895-31910|共16页
  • 作者单位

    Shanghai Jiao Tong Univ, Sch Software, Shanghai 200030, Peoples R China;

    Chinese Acad Sci, Inst Informat Engn, State Key Lab Informat Secur, Beijing 100093, Peoples R China;

    South China Agr Univ, Coll Math & Informat, Guangzhou 510642, Guangdong, Peoples R China;

    Sun Yat Sen Univ, Sch Data & Comp Sci, Guangdong Key Lab Informat Secur Technol, Guangzhou 510006, Guangdong, Peoples R China;

    Jinan Univ, Coll Informat Sci & Technol, Guangzhou 510632, Guangdong, Peoples R China;

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

    Double JPEG compression detection; Block-DCT frequency; Markov transition probability Matrix;

    机译:双重JPEG压缩检测块DCT频率马尔可夫转移概率矩阵;

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