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Fractional quaternion cosine transform and its application in color image copy-move forgery detection

机译:分数四元数余弦变换及其在彩色图像复制移动伪造检测中的应用

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摘要

In this paper, fractional quaternion cosine transforms (FrQCT) is proposed to generalize the conventional fractional cosine transforms (FrCT) to quaternion signal processing in a holistic manner. Firstly, the new transform FrQCT is defined and the proof of its inverse transform is presented. An efficient discrete implementation method of FrQCT is then proposed, in which the relationship between FrQCT and FrCT of four components is used for a quaternion signal. Finally, a new color image copy-move forgery detection algorithm based on FrQCT and modified PatchMatch matching algorithm is proposed to evaluate the performance of the proposed FrQCT. Experimental results on two public datasets (FAU dataset and GRIP dataset) demonstrate that: (a) the proposed efficient implementation method takes only half the computational time of the direct method; (b) the proposed FrQCT-based forgery detection algorithm can achieve a better performance than some state-of-the-art algorithms, especially in the additional operation case.
机译:本文提出了分数四元数余弦变换(FrQCT),以一种通用的方式将常规的分数余弦变换(FrCT)推广到四元数信号处理。首先,定义了新的变换FrQCT,并给出了其逆变换的证明。提出了一种高效的FrQCT离散实现方法,其中将四分量的FrQCT和FrCT之间的关系用于四元数信号。最后,提出了一种新的基于FrQCT的彩色图像复制移动伪造检测算法和改进的PatchMatch匹配算法,以评估该FrQCT的性能。在两个公共数据集(FAU数据集和GRIP数据集)上的实验结果表明:(a)所提出的有效实现方法仅花费直接方法的一半计算时间; (b)所提出的基于FrQCT的伪造检测算法比某些最新算法可实现更好的性能,尤其是在其他操作情况下。

著录项

  • 来源
    《Multimedia Tools and Applications 》 |2019年第7期| 8057-8073| 共17页
  • 作者单位

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

    Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing 210044, Jiangsu, Peoples R China;

    Ludong Univ, Sch Informat Sci & Engn, Yantai 264025, Peoples R China;

    China Univ Min & Technol, Sch Informat & Elect Engn, Xuzhou 221116, Jiangsu, Peoples R China;

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

    Quaternion; Color image; Fractional cosine transform; Image forgery detection;

    机译:四元数彩色图像分形余弦变换图像伪造检测;

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