Application of hypothesis testing theory for optimal detection of LSB matching data hiding

Signal Processing

Volumn 93, Issue 7, 2013, Pages 1724-1737

  Cogranne, Rémi ^a   Retraint, Florent ^a  

^a ICD   (France)

Author keywords

Hypothesis testing theory; Information forensics; Information hiding; Nuisance parameters; Optimal detection; Steganography and steganalysis

Indexed keywords

HYPOTHESIS TESTING; INFORMATION FORENSICS; INFORMATION HIDING; NUISANCE PARAMETER; OPTIMAL DETECTION; STEGANALYSIS;

DETECTORS; DIGITAL STORAGE; OPTIMIZATION;

STEGANOGRAPHY;

EID: 84874590883     PISSN: 01651684     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.sigpro.2013.01.014     Document Type: Article

References (48)

1. P. Bas, T. Filler, T. Pevný, Break our steganographic system - the ins and outs of organizing boss, in: Information Hiding, 13th International Workshop, Lecture Notes in Computer Science, vol. 6958, Springer, 2011, pp. 59-70.
2. R. Böhme Advanced Statistical Steganalysis 1st edition 2010 Springer
3. G. Cancelli, G. Doerr, M. Barni, I. Cox, A comparative study of ±1 steganalyzers, in: IEEE Workshop on Multimedia Signal Processing, 2008, pp. 791-796.
4. G. Cancelli, G. Doerr, I. Cox, M. Barni, Detection of ±1 LSB steganography based on the amplitude of histogram local extrema, in: IEEE International Conference on Image Processing, 2008, pp. 1288-1291.
5. C.K. Chan, and L. Cheng Hiding data in images by simple LSB substitution Pattern Recognition 37 2004 469 474
6. A. Cheddad, J. Condell, K. Curran, and P.M. Kevitt Digital image steganography survey and analysis of current methods Signal Processing 90 2010 727 752
7. R. Cogranne, C. Zitzmann, L. Fillatre, I. Nikiforov, F. Retraint, P. Cornu, A cover image model for reliable steganalysis, in: Information Hiding, 13th International Workshop, Lecture Notes in Computer Science, vol. 6958, Springer, 2011, pp. 178-192.
8. R. Cogranne, C. Zitzmann, L. Fillatre, F. Retraint, I. Nikiforov, P. Cornu, Statistical decision by using quantized observations, in: IEEE International Symposium on Information Theory, 2011, pp. 1135-1139.
9. R. Cogranne, C. Zitzmann, I. Nikiforov, F. Retraint, L. Fillatre, P. Cornu, Statistical detection of LSB matching in the presence of nuisance parameters, in: IEEE Workshop on Statistical Signal Processing, 2012, pp. 912-915, 10.1109/SSP.2012.6319857
10. R. Cogranne, C. Zitzmann, F. Retraint, I. Nikiforov, L. Fillatre, P. Cornu, Statistical detection of LSB Matching Using Hypothesis Testing Theory, in: Information Hiding, Lecture Notes in Computer Science, Springer, 2012, in preparation.
11. I. Cox, M. Miller, J. Bloom, J. Fridrich, and T. Kalker Digital Watermarking and Steganography 2nd edition 2007 Morgan Kaufmann
12. O. Dabeer, K. Sullivan, U. Madhow, S. Chandrasekaran, and B. Manjunath Detection of hiding in the least significant bit IEEE Transactions on Signal Processing 52 2004 3046 3058
13. R. Dubes, and A. Jain Random field models in image analysis Journal of Applied Statistics 16 1989 131 164
14. A. Foi, M. Trimeche, V. Katkovnik, and K. Egiazarian Practical Poissonian-Gaussian noise modeling and fitting for single-image raw-data IEEE Transactions on Image Processing 17 2008 1737 1754
15. J. Fridrich Steganography in Digital Media Principles, Algorithms, and Applications 1st edition 2009 Cambridge University Press
16. J. Fridrich, M. Goljan, On estimation of secret message length in LSB steganography in spatial domain, in: Proceedings of the SPIE, vol. 5306, pp. 23-34.
17. M. Goljan, J. Fridrich, T. Holotyak, New blind steganalysis and its implications, in: Proceedings of the SPIE, vol. 5306, pp. 1-13.
18. J. Harmsen, W. Pearlman, Higher-order statistical steganalysis of palette images, in: Proceedings of the SPIE, vol. 5020, 2003.
19. G. Healey, and R. Kondepudy Radiometric CCD camera calibration and noise estimation IEEE Transactions on Pattern Analysis and Machine Intelligence 16 1994 267 276
20. N.L. Johnson, S. Kotz, and N. Balakrishnan 2nd edition Continuous Univariate Distributions vol. I 1994 Wiley & Sons
21. V. Katkovnik, K. Egiazarian, and J. Astola Local Approximation Techniques in Signal and Image Processing, Monograph 2006 SPIE Press
22. A. Ker Steganalysis of LSB matching in grayscale images IEEE Signal Processing Letters 12 2005 441 444
23. A.D. Ker A capacity result for batch steganography IEEE Signal Processing Letters 14 2007 525 528
24. A.D. Ker, R. Böhme, Revisiting weighted stego-image steganalysis, in: Proceedings of the SPIE, vol. 6819, pp. 501-517.
25. S. Kouider, M. Chaumont, W. Puech, Technical Points about Adaptive Steganography by Oracle (ASO), in: EUSIPCO'2012, the 20th European Signal Processing Conference, 2012, pp. 1703-1707.
26. E. Lehmann, J. Romano, Testing Statistical Hypotheses, 2nd edition, Springer, 2005 (3rd edition).
27. W. Li, and A. McLeod Distribution of the residual autocorrelations in multivariate arma time series models Journal of the Royal Statistical Society, Series B (Methodological) 1981 231 239
28. Y.C. Li, C.M. Yeh, and C.C. Chang Data hiding based on the similarity between neighboring pixels with reversibility Digital Signal Processing 20 2010 1116 1128
29. Q. Liu, A.H. Sung, Z. Chen, and J. Xu Feature mining and pattern classification for steganalysis of LSB matching steganography in grayscale images Pattern Recognition 41 2008 56 66
30. W. Luo, F. Huang, and J. Huang Edge adaptive image steganography based on LSB matching revisited IEEE Transactions on Information Forensics and Security 5 2010 201 214
31. X.Y. Luo, D.S. Wang, P. Wang, and F.L. Liu A review on blind detection for image steganography Signal Processing 88 2008 2138 2157
32. S. Lyu, and H. Farid Steganalysis using higher-order image statistics IEEE Transactions on Information Forensics and Security 1 2006 111 119
33. P. Moschopoulos The distribution of the sum of independent gamma random variables Annals of the Institute of Statistical Mathematics 37 1985 541 544
34. C. Munuera Steganography and error-correcting codes Signal Processing 87 2007 1528 1533
35. A. Nissar, and A. Mir Classification of steganalysis techniques a study Digital Signal Processing 20 2010 1758 1770
36. H. Rifà-Pous, and J. Rifà Product perfect codes and steganography Digital Signal Processing 19 2009 764 769
37. C. Scott Performance measures for Neyman-Pearson classification IEEE Transactions on Information Theory 53 2007 2852 2863
38. S. Kraut, L.L. Scharf, and L.T. McWhorter Adaptive subspace detectors IEEE Transactions on Signal Processing 49 2001 1 16
39. G. Simmons, The prisoners problem and the subliminal channel, in: CRYPTO, 1983, pp. 51-67.
40. P. Tsai, Y.C. Hu, and H.L. Yeh Reversible image hiding scheme using predictive coding and histogram shifting Signal Processing 89 2009 1129 1143
41. R.Z. Wang, C.F. Lin, and J.C. Lin Image hiding by optimal LSB substitution and genetic algorithm Pattern Recognition 34 2001 671 683
42. E.W. Weisstein CRC Concise Encyclopedia of Mathematics 2003 Chapman & Hall, CRC
43. D.C. Wu, and W.H. Tsai A steganographic method for images by pixel-value differencing Pattern Recognition Letters 24 2003 1613 1626
44. C.H. Yang, C.Y. Weng, S.J. Wang, and H.M. Sun Adaptive data hiding in edge areas of images with spatial LSB domain systems IEEE Transactions on Information Forensics and Security 3 2008 488 497
45. J. Zhang, I. Cox, G. Doerr, Steganalysis for LSB matching in images with high-frequency noise, in: IEEE Workshop on Multimedia Signal Processing, 2007, pp. 385-388.
46. T. Zhang, W. Li, Y. Zhang, E. Zheng, and X. Ping Steganalysis of LSB matching based on statistical modeling of pixel difference distributions Information Sciences 180 2010 4685 4694
47. T. Zhang, and X. Ping A new approach to reliable detection of LSB steganography in natural images Signal Processing 83 2003 2085 2093
48. C. Zitzmann, R. Cogranne, F. Retraint, I. Nikiforov, L. Fillatre, P. Cornu, Statistical decision methods in hidden information detection, in: Information Hiding, 13th International Workshop, Lecture Notes in Computer Science, vol. 6958, Springer, 2011, pp. 163-177.