Detection of LSB matching steganography using the envelope of histogram

Journal of Computers

Volumn 4, Issue 7, 2009, Pages 646-653

  Zhang, Jun ^a   Hu, Yuping ^a   Yuan, Zhibin ^a  

^a GUANGDONG UNIVERSITY OF BUSINESS STUDIES   (China)

Author keywords

Image; LSB matching; Steganalysis

Indexed keywords

GRAPHIC METHODS; LOW PASS FILTERS;

HIGH FREQUENCY HF; HIGH-FREQUENCY NOISE; IMAGE; LOW-PASS FILTERING; LSB MATCHING; LSB MATCHING STEGANOGRAPHY; STATISTICAL MOMENTS; STEGANALYSIS;

STEGANOGRAPHY;

EID: 77954468387     PISSN: 1796203X     EISSN: None     Source Type: Journal    
DOI: 10.4304/jcp.4.7.646-653     Document Type: Article

References (28)

1. G. J. Simmons, "The prisoners' problem and the subliminal channel," in Advances in Cryptology: Proceedings of CRYPTO'83. Plenum Pub Corp, pp. 51-67, 1984
2. I. J. Cox, Ton Kalker, Georg Pakura and Machia Scheel, "Information transmission and steganography," Lecture Notes in Computer Science, vol. 3710, pp.15-29, 2005
3. Q. Liu, A. Sung, J. Xu, and B. Ribeiro, "Image complexity and feature extraction for steganalysis of LSB," in ICPR06, pp. II:267-270, 2006
4. N. Wu and M. Hwang, "Data hiding: current status and key issues," International Journal of Network Security, vol. 4, no. 1, pp. 1-9, 2007
5. J. Fidich and M. Goljan, "Digital image steganography using stochastic modulation," SPIE Electronic Imaging, pp. 191-202, 2003
6. N. Provos, "Defending against statistical steganalysis," Usenix Security Symp., pp. 323-335, 2001
7. A. Westfeld, "F5 - a steganographic algorithm," Springer-Verlag Berlin Hd, pp. 289-302, 2001
8. R. Anderson and F. Peticolas, "On the limits of steganography," IEEE Journal of Selected Areas in Comunication, pp. 474-481, 1998
9. J. Fridrich, M. Goljan, R. Du, "Reliable detection of LSB steganography in color and grayscale images, in: Proceedings of ACM Workshop Multimedia Security, pp. 27-30, 2001
10. S. Dumitrescu, X. Wu, Z. Wang, "Detection of LSB steganography via sample pair analysis," IEEE Trans. Signal Process, 51 (7), pp.1995-2007, 2003
11. T. Zhang, X.J. Ping, "A new approach to reliable detection of LSB steganography in natural image," Signal Process. 83 (10), pp.545-548,2003
12. J. Fridrich, "Feature-based steganalysis for JPEG images and its implications for future design of steganographic schemes," in: Proceedings of sixth Information Hiding Workshop, Lecture Notes in Computer Science, vol. 3200, pp. 67-81, 2004
13. J. Fridrich, M. Goljan, D. Hogea, "Steganalysis of JPEG images: breaking the F5 algorithm," in: Proceedings of fifth International Workshop on Information Hiding, Lecture Notes in Computer Science, vol. 2578, Springer, Berlin, pp. 310-323, 2002.
14. Andrew D. Ker, "Quantitive evaluation of pairs and RS steganalysis.," Proc. SPIE Security, Steganography, Watermarking Multimedia Contents, vol.5306, E. J. Delp III and P. W. Wong, Eds., pp. 83-97, 2004
15. I. Avcibas, N. Memon, B. Sankur, "Steganalysis of watermarking techniques using image quality metrics," in: Proceedings of the SPIE, Security and Watermarking of Multimedia Contents II, vol. 4314, pp. 523-531, 2000
16. H. Farid, "Detecting hidden messages using higher-order statistical models," in: Proceedings of IEEE International Conference on Image processing, vol. 2, pp. 905-908, 2002
17. S. Lyu, H. Farid, "Steganalysis using color wavelet statistics and oneclass support vector machines," in: Proceedings of the SPIE, Security, Steganography, and Watermarking of Multimedia Contents VI, vol. 5306, pp. 35-45, 2004
18. T. Holotyak, J. Fridrich, S. Voloshynovskiy:, "Blind Statistical Steganalysis of Additive Steganography Using Wavelet Higher Order Statistics," The 9th IFIP TC-6 TC-11 Conference on Communications and Multimedia Security. Lecture Notes in Computer Science, vol. 3677, pp.273-274,2005
19. J. Fridrich, David Soukal, Miroslav Goljan, "Maximum likelihood estimation of length of secret message embedded using steganography in spatial domain," Proc. SPIE,5681, pp.595-606,2005
20. Y.Q. Shi, G.R. Xuan, C.Y. Yang et al., "Effective steganalysis based on statistical moments of wavelet characteristic function," in: Proceedings of IEEE International Conference on Information Technology: Coding and Computing, pp. 68-773, 2005
21. G.R. Xuan, Y.Q. Shi, J.J. Gao et al., "Steganalysis based on multiple features formed by statistical moments of wavelet characteristic functions," in: Proceedings of seventh International Information Hiding Workshop, Lecture Notes in Computer Science, vol. 3727, Springer, Berlin, pp. 62-277, 2005
22. Y. Wang, P. Moulin, "Optimized feature extraction for learning-based image steganalysis," IEEE Trans. Inf. Forensics Secur. 2 (1), pp. 31-45,2007
23. J. Harmsen, W. Pearlman, "Higher-order statistical steganalysis of palette images," Proc. SPIE Security Watermarking Multimedia Contents, vol. 5020, E. J. Delp III and P.W.Wong, Eds., pp. 131-142, 2003
24. Andrew D. Ker, "Steganalysis of LSB Matching in Grayscale Images," IEEE Signal Processing Letters, Vol. 12, No. 6, pp.441-444, 2005
25. M. Goljan, J. Fridrich, and T. Holotyak, "New blind steganalysis and its implications," in Security, Steganography, and Watermarking of Multimedia Contents VIII, ser. Proceedings of SPIE, vol. 6072, pp.1-13, 2006
26. Jun Zhang, I. J. Cox, G. Doerr, "Steganalysis for LSB matching in images with high-frequency noise," Proc. IEEE Workshop on Multimedia Signal Processing, pp. 385-388, 2007
27. R. O. Duda, P. E. Hart, and D. G. Stork, Pattern Classification, 2nd ed. Wiley-Interscience, 2001
28. G. Cancelli, G. Doerr, M. Barni, and I. J. Cox, "A comparative study of ±1 steganalyzers," Proc. IEEE International Workshop on Multimedia Signal Processing, pp.791-796, 2008