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Copy-move forgery detection using combined features and transitive matching

机译:使用组合功能和传递匹配进行复制移动伪造检测

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摘要

Recently, the research of Internet of Things (IoT) and Multimedia Big Data (MBD) has been growing tremendously. Both IoT and MBD have a lot of multimedia data, which can be tampered easily. Therefore, the research of multimedia forensics is necessary. Copy-move is an important branch of multimedia forensics. In this paper, a novel copy-move forgery detection scheme using combined features and transitive matching is proposed. First, SIFT and LIOP are extracted as combined features from the input image. Second, transitive matching is used to improve the matching relationship. Third, a filtering approach using image segmentation is proposed to filter out false matches. Fourth, affine transformations are estimated between these image patches. Finally, duplicated regions are located based on those affine transformations. The experimental results demonstrate that the proposed scheme can achieve much better detection results on the public database under various attacks.
机译:近年来,对物联网(IoT)和多媒体大数据(MBD)的研究正在迅速发展。物联网和MBD都具有大量的多媒体数据,这些数据很容易被篡改。因此,多媒体取证研究是必要的。复制移动是多媒体取证的重要分支。本文提出了一种结合特征和传递匹配的新型复制移动伪造检测方案。首先,从输入图像中提取SIFT和LIOP作为组合特征。其次,使用传递匹配来改善匹配关系。第三,提出了一种使用图像分割的过滤方法来滤除错误匹配。第四,在这些图像块之间估计仿射变换。最后,基于那些仿射变换来定位重复的区域。实验结果表明,该方案能够在各种攻击下对公共数据库实现更好的检测结果。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2019年第21期|30081-30096|共16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|Guangdong Univ Finance & Econ Ctr Fac Dev & Educ Technol Guangzhou 510320 Guangdong Peoples R China;

    Sun Yat Sen Univ Sch Data & Comp Sci Guangdong Key Lab Informat Secur Technol Guangzhou 510006 Guangdong Peoples R China|Chinese Acad Sci Inst Informat Engn State Key Lab Informat Secur Beijing 100093 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 Technol Key Lab Informat Technol Minist Educ Guangzhou 510006 Guangdong Peoples R China;

    Guangdong Univ Finance & Econ Ctr Fac Dev & Educ Technol Guangzhou 510320 Guangdong Peoples R China;

    Edinburgh Napier Univ Sch Comp Edinburgh EH10 5DT Midlothian Scotland;

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

    Multimedia big data; Internet of things; Multimedia forensics; Region duplication detection; Copy-move forgery; Image segmentation; LIOP;

    机译:多媒体大数据;物联网;多媒体取证;区域重复检测;复制移动伪造;图像分割OP;

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