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Keypoint-based copy-move detection scheme by adopting MSCRs and improved feature matching

机译:通过采用MSCR和改进的特征匹配的基于关键点的复制移动检测方案

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摘要

Copy-move detection is to find the existence of duplicated regions in an image. In this paper, an effective method based on region features is proposed to detect copy-move forgeries, especially when the image is multiple copied or with multiple copy-move groups. Firstly, maximally stable color region detector is applied to extract features, and these features are represented by Zernike moments. Then an improved matching strategy considering n best-matching features is applied to deal with the multiple-copied problem. Moreover, a hierarchical cluster algorithm is developed to estimate transformation matrices and confirm the existence of forgery. Based on these matrices, the duplicated regions can be located at pixel level. Experimental results indicate that the proposed scheme outperforms other similar state-of-the-art techniques.
机译:复制移动检测是为了发现图像中存在重复区域。本文提出了一种基于区域特征的有效方法来检测复制-移动伪造,特别是当图像被多次复制或具有多个复制-移动组时。首先,将最大稳定的颜色区域检测器用于提取特征,并用泽尼克矩表示这些特征。然后,将考虑n个最佳匹配特征的改进匹配策略应用于处理多重复制问题。此外,开发了一种层次聚类算法来估计变换矩阵并确认伪造的存在。基于这些矩阵,重复的区域可以位于像素级别。实验结果表明,所提出的方案优于其他类似的最新技术。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2017年第20期|20483-20497|共15页
  • 作者单位

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

    Sun Yat Sen Univ, Sch Elect & Informat Engn, Key Lab Informat Technol, Minist Educ, Guangzhou 510006, Guangdong, Peoples R China;

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

    Sun Yat Sen Univ, Sch Elect & Informat Engn, Key Lab Informat Technol, Minist Educ, Guangzhou 510006, 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

    Digital image forensics; Region duplication detection; Copy-move forgery; Maximally stable color region;

    机译:数字图像取证;区域重复检测;复制移动伪造;最大稳定的色彩区域;

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