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Author:

Wang, Xiaofeng (Wang, Xiaofeng.) | Wang, Yan (Wang, Yan.) | Lei, Jinjin (Lei, Jinjin.) | Li, Bin (Li, Bin.) | Wang, Qin (Wang, Qin.) | Xue, Jianru (Xue, Jianru.) (Scholars:薛建儒)

Indexed by:

EI SCIE Scopus Engineering Village

Abstract:

In this study, we aim to improve the accuracy of image splicing detection. We propose a progressive image splicing detection method that can detect the position and shape of spliced region. Because image splicing is likely to destroy or change the consistent correlation pattern introduced by color filter array (CFA) interpolation process, we first used a covariance matrix to reconstruct the R, G and B channels of image and utilized the inconsistencies of the CFA interpolation pattern to extract forensics feature. Then, these forensics features were used to perform coarse-grained detection, and texture strength features were used to perform fine-grained detection. Finally, an edge smoothing method was applied to realize precise localization. As compared to the state-of-the-art CFA-based image splicing detection methods, the proposed method has a high-level detection accuracy and strong robustness against content-preserving manipulations and JPEG compression. © 2021

Keyword:

Covariance matrix Digital forensics Edge detection Feature extraction Image compression Image enhancement Image texture Interpolation Textures

Author Community:

  • [ 1 ] [Wang, Xiaofeng]Xi'an University of Technology, Xi'an; Shaanxi; 710048, China
  • [ 2 ] [Wang, Yan]Xi'an University of Technology, Xi'an; Shaanxi; 710048, China
  • [ 3 ] [Lei, Jinjin]Xi'an University of Technology, Xi'an; Shaanxi; 710048, China
  • [ 4 ] [Li, Bin]Xi'an University of Technology, Xi'an; Shaanxi; 710048, China
  • [ 5 ] [Wang, Qin]Xi'an University of Technology, Xi'an; Shaanxi; 710048, China
  • [ 6 ] [Xue, Jianru]Institute of Artificial Intelligence and Robotics at Xi'an Jiaotong University, Xi'an; Shaanxi; 710049, China

Reprint Author's Address:

  • X. Wang;;Xi'an University of Technology, Xi'an, 710048, China;;email: xfwang66@sina.com.cn;;

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Source :

Pattern Recognition

ISSN: 0031-3203

Year: 2021

Volume: 122

7 . 7 4 0

JCR@2020

ESI Discipline: ENGINEERING;

ESI HC Threshold:30

Cited Count:

WoS CC Cited Count: 4

SCOPUS Cited Count: 15

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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