A Robust Algorithm of Forgery Detection in Copy-Move and Spliced Images

被引:0
|
作者
Tu Huynh-Kha [1 ,2 ]
Thuong Le-Tien [1 ]
Synh Ha-Viet-Uyen [1 ]
Khoa Huynh-Van [1 ]
Luong, Marie [3 ]
机构
[1] Ho Chi Minh City Univ Technol, Dept Elect & Elect Engn, Ho Chi Minh City, Vietnam
[2] Int Univ VNUHCM, Sch Comp Sci & Engn, Ho Chi Minh City, Vietnam
[3] Univ Paris 13, Lab L2TI, Paris, France
关键词
Forgery detection (FD); Copy-Move; Discrete Wavelet Transform (DWT); Run Difference Method (RDM); Splicing; Sharpness;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The paper presents a new method to detect forgery by copy-move, splicing or both in the same image. Multiscale, which limits the computational complexity, is used to check if there is any counterfeit in the image. By applying one-level Discrete Wavelet Transform, the sharped edges, which are traces of cut-paste manipulation, are high frequencies and detected from LH, HL and HH sub-bands. A threshold is proposed to filter the suspicious edges and the morphological operation is applied to reconstruct the boundaries of forged regions. If there is no shape produced by dilation or no highlight sharped edges, the image is not faked. In case of forgery image, if a region at the other position is similar to the defined region in the image, a copy-move is confirmed. If not, a splicing is detected. The suspicious region is extracted the feature using Run Difference Method (RDM) and a feature vector is created. Searching regions having the same feature vector is called detection phase. The algorithm applying multiscale and morphological operation to detect the sharped edges and RDM to extract the image features is simulated in Matlab with high efficiency not only in the copy-move or spliced images but also the image with both copy-move and splicing.
引用
收藏
页码:1 / 8
页数:8
相关论文
共 50 条
  • [1] A robust detection algorithm for copy-move forgery in digital images
    Cao, Yanjun
    Gao, Tiegang
    Fan, Li
    Yang, Qunting
    [J]. FORENSIC SCIENCE INTERNATIONAL, 2012, 214 (1-3) : 33 - 43
  • [2] ROTATION ROBUST DETECTION OF COPY-MOVE FORGERY
    Li, Weihai
    Yu, Nenghai
    [J]. 2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, : 2113 - 2116
  • [3] A Robust Forgery Detection Method for Copy-Move and Splicing Attacks in Images
    Islam, Mohammad Manzurul
    Karmakar, Gour
    Kamruzzaman, Joarder
    Murshed, Manzur
    [J]. ELECTRONICS, 2020, 9 (09) : 1 - 22
  • [4] A robust detection and localization technique for copy-move forgery in digital images
    Alhaidery, Manaf Mohammed Ali
    Taherinia, Amir Hossein
    Shahadi, Haider Ismael
    [J]. JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2023, 35 (01) : 449 - 461
  • [5] Detection of Copy-Move Forgery in Digital Images Using SIFT Algorithm
    Huang, Hailing
    Guo, Weiqiang
    Zhang, Yu
    [J]. PACIIA: 2008 PACIFIC-ASIA WORKSHOP ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION, VOLS 1-3, PROCEEDINGS, 2008, : 1241 - 1245
  • [6] An Efficient detection algorithm for Copy-Move Forgery
    Hsu, Chen-Ming
    Lee, Jen-Chun
    Chen, Wei-Kuei
    [J]. 2015 10TH ASIA JOINT CONFERENCE ON INFORMATION SECURITY (ASIAJCIS), 2015, : 33 - 36
  • [7] A Robust Detection Algorithm for Image Copy-Move Forgery in Smooth Regions
    Emam, Mahmoud
    Han, Qi
    Li, Qiong
    Zhang, Hongli
    Emam, Mahmoud
    [J]. 2017 INTERNATIONAL CONFERENCE ON CIRCUITS, SYSTEM AND SIMULATION (ICCSS 2017), 2017, : 119 - 123
  • [8] A robust algorithm for detecting image copy-move forgery
    Wang, Jun-Wen
    Liu, Guang-Jie
    Dai, Yue-Wei
    Wang, Zhi-Quan
    [J]. Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence, 2009, 22 (04): : 630 - 634
  • [9] CNN-based Approach for Robust Detection of Copy-Move Forgery in Images
    Arivazhagan, S.
    Shebiah, R. Newlin
    Saranyaa, M.
    Priya, R. Shanmuga
    [J]. INTELIGENCIA ARTIFICIAL-IBEROAMERICAL JOURNAL OF ARTIFICIAL INTELLIGENCE, 2024, 27 (73): : 80 - 91
  • [10] Copy-Move Forgery Detection from Printed Images
    Amerini, Irene
    Caldelli, Roberto
    Del Bimbo, Alberto
    Di Fuccia, Andrea
    Saravo, Luigi
    Rizzo, Anna Paola
    [J]. MEDIA WATERMARKING, SECURITY, AND FORENSICS 2014, 2014, 9028