IMAGE TAMPERING DETECTION BASED ON STATIONARY DISTRIBUTION OF MARKOV CHAIN

被引:51
作者
Wang, Wei [1 ]
Dong, Jing [1 ]
Tan, Tieniu [1 ]
机构
[1] Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
来源
2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING | 2010年
关键词
tampering detection; image chroma; Markov chain; stationary distribution; EXPOSING DIGITAL FORGERIES;
D O I
10.1109/ICIP.2010.5652660
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we propose a passive image tampering detection method based on modeling edge information. We model the edge image of image chroma component as a finite-state Markov chain and extract low dimensional feature vector from its stationary distribution for tampering detection. The support vector machine (SVM) is utilized as classifier to evaluate the effectiveness of the proposed algorithm. The experimental results in a large scale of evaluation database illustrates that our proposed method is promising.
引用
收藏
页码:2101 / 2104
页数:4
相关论文
共 15 条
  • [1] [Anonymous], IEEE INT S CIRC SYST
  • [2] [Anonymous], 2010, CASIA IMAGE TAMPERIN
  • [3] LIBSVM: A Library for Support Vector Machines
    Chang, Chih-Chung
    Lin, Chih-Jen
    [J]. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2011, 2 (03)
  • [4] IMAGE TAMPER DETECTION BASED ON DEMOSAICING ARTIFACTS
    Dirik, Ahmet Emir
    Memon, Nasir
    [J]. 2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6, 2009, : 1497 - +
  • [5] Johnson M.K., 2005, Proceedings of the 7th Workshop on Multimedia and Security, P1, DOI [DOI 10.1145/1073170.1073171, 10.1145/1073170.1073171, 10.1007/1-84628-148-2/COVER]
  • [6] Exposing digital forgeries in complex lighting environments
    Johnson, Micah K.
    Farid, Hany
    [J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2007, 2 (03) : 450 - 461
  • [7] Detecting digital image forgeries using sensor pattern noise
    Lukás, J
    Fridrich, J
    Goljan, M
    [J]. SECURITY, STEGANOGRAPHY, AND WATERMARKING OF MULTIMEDIA CONTENTS VIII, 2006, 6072
  • [8] Ng T. T., 2006, MULTIMEDIA SECURITY
  • [9] Ng T.-T., 2004, ADVENT Technical Report
  • [10] Exposing digital forgeries in color filter array interpolated images
    Popescu, AC
    Farid, H
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2005, 53 (10) : 3948 - 3959