Assessment of steganalytic methods using multiple regression models

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 3727 LNCS, Issue , 2006, Pages 278-295

  Böhme, Rainer ^a  

^a DRESDEN UNIVERSITY OF TECHNOLOGY   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL METHODS; MATHEMATICAL MODELS; PARAMETER ESTIMATION; STATISTICAL METHODS;

LSB STEGANOGRAPHY; REGRESSION MODELS; STEGANALYTIC METHODS;

REGRESSION ANALYSIS;

EID: 33746587784     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: None     Document Type: Conference Paper

References (26)

1. Anderson, R., Petitcolas, F. A. P.: On the Limits of Steganography. IEEE Journal of Selected Areas in Communications 16 (1998) 474-481
2. Dabeer, O., Sullivan, K., Madhow, U., Chandrasekaran, S., Manjunath, B. S.: Detection of Hiding in the Least Significant Bit. IEEE Trans. on Signal Processing 52 (2004) 3046-3058
3. Dennis, J. E., Schnabel, R. B.: Numerical Methods for Unconstrained Optimization and Nonlinear Equations. Prentice Hall, New York (1983)
4. Dumitrescu, S., Wu, X., Wang, Z.: Detection of LSB Steganography Via Sample Pair Analysis. IEEE Trans. on Signal Processing 51 (2003) 1995-2007
5. Farid, H., Johnson, M.: The Digital Forensic Image Library (DFIL). Beta version (2004)
6. Fridrich, J., Goljan, M.: On Estimation of Secret Message Length in LSB Steganography in Spatial Domain. In: Delp, E. J., Wong, P. W. (eds.): Security, Steganography and Watermarking of Multimedia Contents VI, Proc. of SPIE, San Jose, CA (2004)
7. Fridrich, J., Goljan, M., Du, R.: Reliable Detection of LSB Based Image Steganography. Proc. of the ACM Workshop on Multimedia and Security (2001) 27-30
8. Fridrich, J., Goljan, M., Hogea, D., Soukal, D.: Quantitative Steganalysis of Digital Images: Estimating the Secret Message Length. ACM Multimedia Systems Journal 9 (2003) 288-302
9. Fridrich, J., Goljan, M., Soukal, D.: Higher-order Statistical Steganalysis of Palette Images. In: Delp, E. J., Wong, P. W. (eds.): Security and Watermarking of Multimedia Contents V, Proc. of SPIE (2003) 178-190
10. Fridrich, J., Soukal, D., Goljan, M.: Maximum Likelihood Estimation of Length of Secret Message Embedded Using ±K Steganography in Spatial Domain. In: Delp, E. J., Wong, P. W. (eds.): Security, Steganography and Watermarking of Multimedia Contents VII, Proc. of SPIE, San Jose, CA (2005) 595-606
11. Ihaka, R., Gentlemen, R.: R - A Language for Data Analysis and Graphics. Journal of Computational Graphics and Statistics 5 (1996) 299-314
12. Holotyak, T., Fridrich, J., Soukal, D.: Stochastic Approach to Secret Message Length Estimation in ±K Embedding Steganography. In: Delp, E. J., Wong, P. W. (eds.): Security, Steganography and Watermarking of Multimedia Contents VII, Proc. of SPIE, San Jose, CA (2005) 673-684
13. Ker, A.D.: Quantitative Evaluation of Pairs and RS Steganalysis. In: Delp, E. J., Wong, P. W. (eds.): Security, Steganography and Watermarking of Multimedia Contents VI, Proc. of SPIE, San Jose, CA (2004)
14. Ker, A.D.: Improved Detection of LSB Steganography in Grayscale Images. In: Fridrich, J. (ed.): Information Hiding. Sixth International Workshop, LNCS 3200, Springer-Verlag, Berlin Heidelberg (2004) 97-115
15. Ker, A. D.: Resampling and the Detection of LSB Matching in Colour Bitmaps. In: Delp, E. J., Wong, P. W. (eds.): Security, Steganography and Watermarking of Multimedia Contents VII, Proc. of SPIE, San Jose, CA (2005) 1-15
16. Lindsey, J.K.: Nonlinear Models in Medical Statistics. Oxford University Press (2001)
17. Lindsey, J.K.: Nonlinear Regression and Repeated Measurements Libraries, http://popgen0146uns50.unimaas.nl/~jlindsey/rcode.html (2001)
18. Long, J.S.: Regression Models for Categorial and Limited Dependent Variables. Sage Publications, Thousand Oaks (1997)
19. Lu, P., Luo, X., Tang, Q., Shen, L.: An Improved Sample Pairs Method for Detection of LSB Embedding. In: Fridrich, J. (ed.): Information Hiding. Sixth International Workshop, LNCS 3200, Springer-Verlag, Berlin Heidelberg (2004) 116-127
20. Lyu, S., Farid, H.: Detecting Hidden Messages Using Higher-Order Statistics and Support Vector Machines. In: Petitcolas, F.A.P. (ed.): Information Hiding. Fifth International Workshop, LNCS 2578, Springer-Verlag, Berlin Heidelberg (2003) 340-354
21. Petitcolas, F. A. P., Anderson, R. J., Kuhn, M. G.: Information Hiding - A Survey. Proc. of the IEEE 87 (1999) 1062-1078
22. The R Project for Statistical Computing, http://www.r-project.org/.
23. Westfeld, A.: Space Filling Curves in Steganalysis. In: Delp, E. J., Wong, P.W. (eds.): Security, Steganography and Watermarking of Multimedia Contents VII, Proc. of SPIE, San Jose, CA (2005) 28-37
24. Westfeld, A., Pfitzmann, A.: Attacks on Steganographic Systems. In: Pfitzmann, A. (ed.): Information Hiding. Third International Workshop, LNCS 1768, Springer-Verlag, Berlin Heidelberg (2000) 61-76
25. Zhang, T., Ping, X.: A New Approach to Reliable Detection of LSB Steganography in Natural Images. Signal Processing 83 (2003) 2085-2093
26. Zhang, X., Wang, S., Zhang, K.: Steganography with Least Histogram Abnormality. In: Gorodetsky et al. (eds.): MMM-ACNS 2003, LNCS 2776, Springer-Verlag, Berlin Heidelberg (2003) 395-406