Steganalysis of Jsteg algorithm based on a novel statistical model of quantized DCT coefficients

2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings

Volumn , Issue , 2013, Pages 4427-4431

  Thai, Thanh Hai ^a   Cogranne, Rémi ^a   Retraint, Florent ^a  

^a UNIVERSITÉ DE TECHNOLOGIE DE TROYES   (France)

Author keywords

Digital Image Model; Discrete Cosine Transform; Hypothesis Testing; JPEG Compression; Steganalysis

Indexed keywords

IMAGE COMPRESSION; STEGANOGRAPHY;

DIGITAL IMAGE; DISCRETE COSINE TRANSFORM COEFFICIENTS; HYPOTHESIS TESTING; JPEG COMPRESSION; LIKELIHOOD RATIO TESTS; QUANTIZED DCT COEFFICIENTS; STATISTICAL PERFORMANCE; STEGANALYSIS;

DISCRETE COSINE TRANSFORMS;

EID: 84897792025     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2013.6738912     Document Type: Conference Paper

References (20)

1. D. Upham, "Steganographic algorithm Jsteg [online]. Available : http:// zooid.org/paul/crypto/jsteg," 1993.
2. X. Yu et al., "Model-based steganalysis," in ICIP '04, oct. 2004, vol. 4, pp. 2625-2628 Vol. 4.
3. C. Zitzmann et al., "Hidden information detection based on quantized laplacian distribution," in ICASSP, 2012.
4. J. Kodovsky and J. Fridrich, "Quantitative structural steganalysis of Jsteg," IEEE Trans. Inf. Forensics Security, vol. 5, no. 4, pp. 681-693, dec. 2010.
5. T. Zhang and X. Ping, "A fast and effective steganalytic technique against jsteg-like algorithms," in ACM SAC '03, 2003, pp. 307-311.
6. R. Bohme, "Weighted stego-image steganalysis for JPEG covers," in Proc. 10th Int. Workshop Information Hiding. 2007, vol. 5284, pp. 178-194, Springer.
7. T. Pevny et al., "From blind to quantitative steganalysis," IEEE Trans. Inf. Forensics Security, vol. 7, no. 2, pp. 445-454, april 2012.
8. T. H. Thai et al., "Statistical Model of Natural Images," in ICIP 2012, International Conference on Image Processing, sep. 2012, pp. 2525-2528.
9. E. Y. Lam and J. W. Goodman, "A mathematical analysis of the DCT coefficient distributions for images," IEEE Trans. Image Process., vol. 9, no. 10, pp. 1661-1666, oct 2000.
10. F. Muller, "Distribution shape of two-dimensional DCT coefficients of natural images," Electronics Letters, vol. 29, no. 22, pp. 1935-1936, oct. 1993.
11. J. H. Chang et al., "Image probability distribution based on generalized gamma function," IEEE Signal Process. Lett., vol. 12, no. 4, pp. 325-328, april 2005.
12. M. Blum, "On the central limit theorem for correlated random variables," Proceedings of the IEEE, vol. 52, no. 3, pp. 308-309, march 1964.
13. I. M. Ryzhik and I. S. Gradshteyn, Tables of Integrals, Series, and Products, Elsevier, United Kingdom, 7 edition, 2007.
14. P. Bas et al., "Break our steganographic system-The ins and outs of organizing boss," in Information Hiding, 13th International Workshop, T. Filler, Ed., 2011.
15. J.A. Nelder and R. Mead, "A simplex method for function minimization," The Computer Journal, vol. 7, pp. 308-313, 1965.
16. O. Dabeer et al., "Detection of hiding in the least significant bit," IEEE Trans. Signal Process., vol. 52, no. 10, pp. 3046-3058, oct. 2004.
17. R. Cogranne et al., "Statistical decision by using quantized observations," in Information Theory Proceedings (ISIT), 2011 IEEE International Symposium on, 31 2011-Aug. 5 2011, pp. 1210-1214.
18. C. Zitzmann et al., "Statistical decision methods in hidden information detection," in Information Hiding, Prague, Czech Republic, 2011, vol. LNCS 6958, pp. 163-177.
19. E. L. Lehmann and J. P. Romano, Testing Statistical Hypotheses, Springer, Newyork, 3rd edition, 2005.
20. A. Wald, "Some generalizations of the theory of cumulative sums of random variable," The Annals of Mathematical Statistics, pp. 287-293, 1945.