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Forensics feature analysis in quaternion wavelet domain for distinguishing photographic images and computer graphics

机译:四元数小波域的取证特征分析,用于区分摄影图像和计算机图形学

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摘要

In this paper, a novel set of features based on Quaternion Wavelet Transform (QWT) is proposed for digital image forensics. Compared with Discrete Wavelet Transform (DWT) and Contourlet Wavelet Transform (CWT), QWT produces the parameters, i.e., one magnitude and three angles, which provide more valuable information to distinguish photographic (PG) images and computer generated (CG) images. Some theoretical analysis are done and comparative experiments are made. The corresponding results show that the proposed scheme achieves 18 percents' improvements on the detection accuracy than Farid's scheme and 12 percents than A-zparlak's scheme. It may be the first time to introduce QWT to image forensics, but the improvements are encouraging.
机译:本文提出了一种基于四元数小波变换(QWT)的新颖特征集,用于数字图像取证。与离散小波变换(DWT)和Contourlet小波变换(CWT)相比,QWT产生参数,即一个量值和三个角度,它们提供了更多有价值的信息来区分摄影(PG)图像和计算机生成(CG)图像。进行了一些理论分析,并进行了对比实验。相应的结果表明,所提出的方案比Farid方案提高了18%的检测精度,比A-zparlak方案提高了12%。这可能是第一次将QWT引入图像取证,但是这种改进令人鼓舞。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2017年第22期|23721-23737|共17页
  • 作者单位

    Nanjing Univ Informat Sci & Technol, Jiangsu Engn Ctr Network Monitoring, Nanjing, Jiangsu, Peoples R China|Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing 210044, Jiangsu, Peoples R China;

    Nanjing Univ Informat Sci & Technol, Jiangsu Engn Ctr Network Monitoring, Nanjing, Jiangsu, Peoples R China|Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing 210044, Jiangsu, Peoples R China;

    New Jersey Inst Technol, Dept Elect & Comp Engn, Newark, NJ 07102 USA;

    Huawei Technol, Cent Res Inst, Beijing 100085, Peoples R China;

    New Jersey Inst Technol, Newark, NJ 07102 USA;

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

    Quaternion wavelet transform; Contourlet wavelet transform; Discrete wavelet transform; Feature comparison; Forensics;

    机译:四元数小波变换;轮廓波小波变换;离散小波变换;特征比较;取证;

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