Quantitative steganalysis of LSB embedding in JPEG domain

We construct new quantitative steganalyzers for steganographic techniques that hide data using LSB embedding in quantized DCT coefficients of a JPEG file. Two approaches are explored -- change-rate estimation using the maximum likelihood principle with a precover model and a heuristic approach based on minimizing a penalty functional obtained from a combined analysis of the embedding operation and properties of natural images. The techniques are applied to Jsteg and its modified version called symmetric Jsteg. Experiments are used to compare the new methods with current state of the art.

[1]  B. S. Manjunath,et al.  Detection of hiding in the least significant bit , 2004, IEEE Transactions on Signal Processing.

[2]  Tao Zhang,et al.  A fast and effective steganalytic technique against JSteg-like algorithms , 2003, SAC '03.

[3]  Andrew D. Ker Optimally weighted least-squares steganalysis , 2007, Electronic Imaging.

[4]  Jessica J. Fridrich,et al.  Quantitative steganalysis of digital images: estimating the secret message length , 2003, Multimedia Systems.

[5]  Andreas Westfeld Generic Adoption of Spatial Steganalysis to Transformed Domain , 2008, Information Hiding.

[6]  Nasir D. Memon,et al.  On steganalysis of random LSB embedding in continuous-tone images , 2002, Proceedings. International Conference on Image Processing.

[7]  Andrew D. Ker A Fusion of Maximum Likelihood and Structural Steganalysis , 2007, Information Hiding.

[8]  Tomás Pevný,et al.  Statistically undetectable jpeg steganography: dead ends challenges, and opportunities , 2007, MM&Sec.

[9]  Andreas Pfitzmann,et al.  Attacks on Steganographic Systems , 1999, Information Hiding.

[10]  Tomás Pevný,et al.  From Blind to Quantitative Steganalysis , 2009, IEEE Transactions on Information Forensics and Security.

[11]  Sangjin Lee,et al.  Generalised Category Attack - Improving Histogram-Based Attack on JPEG LSB Embedding , 2007, Information Hiding.

[12]  Sangjin Lee,et al.  Category Attack for LSB Steganalysis of JPEG Images , 2006, IWDW.

[13]  Andrew D. Ker Derivation of Error Distribution in Least Squares Steganalysis , 2007, IEEE Transactions on Information Forensics and Security.

[14]  Andrew D. Ker A General Framework for Structural Steganalysis of LSB Replacement , 2005, Information Hiding.

[15]  Yun Q. Shi,et al.  JPEG image steganalysis utilizing both intrablock and interblock correlations , 2008, 2008 IEEE International Symposium on Circuits and Systems.

[16]  Neil J. Hurley,et al.  ML detection of steganography , 2005, IS&T/SPIE Electronic Imaging.

[17]  Byeungwoo Jeon Yun Qing Shi Digital Watermarking , 2008 .

[18]  Jessica J. Fridrich,et al.  Calibration revisited , 2009, MM&Sec '09.

[19]  Rainer Böhme,et al.  A two-factor error model for quantitative steganalysis , 2006, Electronic Imaging.

[20]  Xiangyang Luo,et al.  An Improved Sample Pairs Method for Detection of LSB Embedding , 2004, Information Hiding.

[21]  Tieniu Tan,et al.  On estimation of secret message length in JSteg-like steganography , 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

[22]  Rainer Böhme,et al.  Weighted Stego-Image Steganalysis for JPEG Covers , 2008, Information Hiding.

[23]  Jessica J. Fridrich,et al.  Quantitative Structural Steganalysis of Jsteg , 2010, IEEE Transactions on Information Forensics and Security.

[24]  Rainer Böhme,et al.  Revisiting weighted stego-image steganalysis , 2008, Electronic Imaging.