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
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 50 条
  • [1] Brightness Distribution Based Image Tampering Detection
    Vidyadharan, Divya S.
    Thampi, Sabu M.
    2015 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, INFORMATICS, COMMUNICATION AND ENERGY SYSTEMS (SPICES), 2015,
  • [2] Estimating the stationary distribution of a Markov chain
    Athreya, KB
    Majumdar, M
    ECONOMIC THEORY, 2003, 21 (2-3) : 729 - 742
  • [3] STATIONARY DISTRIBUTION OF AN INTERESTING MARKOV CHAIN
    HENDRICKS, WJ
    JOURNAL OF APPLIED PROBABILITY, 1972, 9 (01) : 231 - +
  • [4] Estimating the stationary distribution of a Markov chain
    Krishna B. Athreya
    Mukul Majumdar
    Economic Theory, 2003, 21 : 729 - 742
  • [5] Perturbation analysis for the stationary distribution of a Markov chain
    Perez-Lechuga, G.
    Rivera-Gomez, H.
    Gonzalez, P. J. Garcia
    PROCEEDINGS OF THE 9TH WSEAS INTERNATIONAL CONFERENCE ON MATHEMATICAL AND COMPUTATIONAL METHODS IN SCIENCE AND ENGINEERING (MACMESE '07)/ DNCOCO '07, 2007, : 103 - 108
  • [6] MARKOV-CHAIN WITH A GIVEN STATIONARY DISTRIBUTION
    COHEN, JE
    AMERICAN STATISTICIAN, 1978, 32 (01): : 39 - 39
  • [8] Perturbation analysis for the stationary distribution of a Markov chain
    Perez-Lechuga, G.
    Rivera-Gomez, H.
    Gonzalez, P. J. Garcia
    PROCEEDINGS OF THE WSEAS INTERNATIONAL CONFERENCE ON CIRCUITS, SYSTEMS, ELECTRONICS, CONTROL & SIGNAL PROCESSING: SELECTED TOPICS ON CIRCUITS, SYSTEMS, ELECTRONICS, CONTROL & SIGNAL PROCESSING, 2007, : 103 - 108
  • [9] Image tampering detection based on a statistical model
    Doan, Thi Ngoc Canh
    Retraint, Florent
    Zitzniann, Cathel
    MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (21-23) : 32905 - 32924
  • [10] Image tampering detection based on a statistical model
    Thi Ngoc Canh Doan
    Florent Retraint
    Cathel Zitzmann
    Multimedia Tools and Applications, 2021, 80 : 32905 - 32924