Image complexity and feature extraction for steganalysis of LSB matching steganography

Proceedings - International Conference on Pattern Recognition

Volumn 2, Issue , 2006, Pages 267-270

  Liu, Qingzhong ^a   Sung, Andrew H ^a   Xu, Jianyun ^b   Ribeiro, Bernardete M ^c  

^a NEW MEXICO INSTITUTE OF MINING AND TECHNOLOGY   (United States)

^b MICROSOFT   (United States)

^c UNIVERSITY OF COIMBRA   (Portugal)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; COMPUTATIONAL COMPLEXITY; IMAGE ANALYSIS; WAVELET ANALYSIS;

GENERALIZED GAUSSIAN DISTRIBUTION; GRAYSCALE STEGANALYSIS; IMAGE COMPLEXITY; STEGANALYSIS; STEGANOGRAPHY;

FEATURE EXTRACTION;

EID: 34047217902     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICPR.2006.684     Document Type: Conference Paper

References (15)

1. A. Ker, "Improved Detection of LSB Steganography in Grayscale Images", Lecture Notes in Computer Science, vol. 3200, Springer-Verlag, New York, pp. 97-115, 2005.
2. J. Fridrich, M. Goljan, D. Hogea, "Steganalysis of JPEG Images: Breaking the F5 Algorithm", Lecture Notes in Computer Science, vol. 2578, Springer-Verlag, New York, pp. 310-323, 2002.
3. J. Harmsen and W. Pearlman, "Steganalysis of Additive Noise Modelable Information Hiding", Proceedings of SPIE, vol. 5020, pp. 131-142, 2003.
4. T. Sharp, "An Implementation of Key-Based Digital Signal Steganography," Lecture Notes in Computer Science, vol. 2137, Springer-Verlag, New York, pp. 13-26, 2001.
5. S. Lyu and H. Farid, "How Realistic is Photorealistic", IEEE Trans. on Signal Processing, 53(2), pp. 845-850, 2005.
6. J. Fridrich, D. Soukal, M. Goljan, "Maximum Likelihood Estimation of Length of Secret Message Embedding using K Steganography in Spatial Domain", Proc. Of SPIE, vol. 5681, pp. 595-606, 2005.
7. Q. Liu, A. Sung, B. Ribeiro, "Statistical Correlations and Machine Learning for Steganalysis", Adaptive and Natural Computing Algorithms, Springer-Wien NewYork, pp. 437-440, 2005.
8. K. Sharifi and A. Leon-Garcia, "Estimation of Shape Parameter for Generalized Gaussian Distributions in Subband Decompositions of Video," IEEE Trans. Circuits Syst. Video Technol., vol. 5, pp. 52-56, 1995.
9. V. Vapnik, Statistical Learning Theory, John Wiley, 1998.
10. M. Schlesinger, V. Hlavac, Ten Lectures on Statistical and Structural Pattern Recognition, Kluwer Academic Publishers, 2002.
11. F. Heijden, R. Duin, D. Ridder, D. Tax, Classification, Parameter Estimation and State Estimation, John Wiley, 2004.
12. R. Duda, P. Hart, and D. Stork, Pattern classification, 2nd edition, John Wiley and Sons, New York, 2001.
13. A. Webb, Statistical Pattern Recognition, John Wiley & Sons, New York, 2002.
14. J. Friedman, T. Hastie, and R. Tibshirani. "Additive Logistic Regression: A Statistical View of Boosting". The Annals of Statistics, 38(2):337-374, 2000.
15. A. Ker: "Steganalysis of LSB Matching in Grayscale Images", IEEE Signal Processing Letters, 12(6), pp. 441-444, 2005.