STATISTICAL DETECTION OF JS']JSTEG STEGANOGRAPHY USING HYPOTHESIS TESTING THEORY

被引:0
|
作者
Qiao, Tong [1 ]
Zitzmann, Cathel [1 ]
Retraint, Florent [1 ]
Cogranne, Remi [1 ]
机构
[1] ICD LM2S UTT UMR STMR CNRS, 12 Rue Marie Curie,CS 42060, F-10004 Troyes, France
关键词
Hypothesis testing theory; !text type='Js']Js[!/text]teg steganalysis; DCT distribution model; hidden information detection; IDENTIFICATION;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper investigates the statistical detection of Jsteg steganography. The approach is based on the statistical model of Discrete Cosine Transformation (DCT) coefficients. The hidden information detection problem is cast in the framework of hypothesis testing theory. In an ideal context where all model parameters are perfectly known, the Likelihood Ratio Test (LRT) is presented and its performances are theoretically established. The statistical performance of LRT serves as an upper bound of the detection power. For a practical use, when the distribution parameters are unknown, a detector based on estimation of those parameters is designed. The loss of power of the proposed detector, compared with the optimal LRT is small, which shows the relevance of the proposed approach.
引用
收藏
页码:5517 / 5521
页数:5
相关论文
共 50 条
  • [1] Steganalysis of JS']JSteg algorithm using hypothesis testing theory
    Qiao, Tong
    Retraint, Florent
    Cogranne, Remi
    Zitzmann, Cathel
    EURASIP JOURNAL ON INFORMATION SECURITY, 2015, 2015 (01)
  • [2] Detection of Js']Jsteg hiding using image statistical model
    Wu, MQ
    Zhu, ZL
    Jin, SY
    CHINESE JOURNAL OF ELECTRONICS, 2006, 15 (01): : 165 - 168
  • [3] On the Performance of Wavelet Decomposition Steganalysis with JS']JSteg Steganography
    Wahab, Ainuddin Wahid Abdul
    Briffa, Johann A.
    Schaathun, Hans Georg
    DIGITAL WATERMARKING, 2009, 5450 : 342 - 349
  • [4] On estimation of secret message length in JS']JSteg-like steganography
    Yu, XY
    Wang, YH
    Tan, T
    PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 4, 2004, : 673 - 676
  • [5] Applying LR cube analysis to JS']JSteg detection
    Lee, K
    Jung, CH
    Lee, SJ
    Kim, HJ
    Lim, JG
    COMMUNICATIONS AND MULTIMEDIA SECURITY, 2005, 3677 : 275 - 276
  • [6] Statistical Model of Quantized DCT Coefficients: Application in the Steganalysis of Js']Jsteg Algorithm
    Thanh Hai Thai
    Cogranne, Remi
    Retraint, Florent
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (05) : 1980 - 1993
  • [7] An edge detection technique using local smoothing and statistical hypothesis testing
    Qin, PH
    Bhandarkar, SM
    PATTERN RECOGNITION LETTERS, 1996, 17 (08) : 849 - 872
  • [8] STEGANALYSIS OF JS']JSTEG ALGORITHM BASED ON A NOVEL STATISTICAL MODEL OF QUANTIZED DCT COEFFICIENTS
    Thanh Hai Thai
    Cogranne, Remi
    Retraint, Florent
    2013 20TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2013), 2013, : 4427 - 4431
  • [9] Statistical hypothesis testing and decision theory in fisheries science
    Hilborn, R
    FISHERIES, 1997, 22 (10) : 19 - 20
  • [10] Reliability Criteria in Information Theory and in Statistical Hypothesis Testing
    Haroutunian, Evgueni A.
    Haroutunian, Mariam E.
    Harutyunyan, Ashot N.
    FOUNDATIONS AND TRENDS IN COMMUNICATIONS AND INFORMATION THEORY, 2007, 4 (2-3): : 97 - 263