A Hardware FPGA Implementation of Adaptive Stegano Analysis Using LSB Technique

This paper deals with the detection of hidden bits in the Least Significant Bit (LSB) plane of a natural image. The mean level and the covariance matrix of the image, considered as a quantized Gaussian random matrix, are unknown. An adaptive statistical test is designed such that its probability distribution is always independent of the unknown image parameters, while ensuring a high probability of hidden bits detection. This test is based on the likelihood ratio test except that the unknown parameters are re-placed by estimates based on a local linear regression model. It is shown that this test maximizes the probability of detection as the image size becomes arbitrarily large and the quantization step vanishes. This provides an asymptotic upper-bound for the detection of hidden bits based on the LSB replacement mechanism. System is developed on Xilinx Spartan3 Field Programmable Gate Array (FPGA) device using embedded development kit (EDK) tools from Xilinx. KeywordsAdaptive detection, information hiding,, FPGA, EDK, Micro Blaze.

[1]  Toby Sharp,et al.  An Implementation of Key-Based Digital Signal Steganography , 2001, Information Hiding.

[2]  Chi-Kwong Chan,et al.  Data Hiding in Images by Adaptive LSB Substitution Based on the Pixel-Value Differencing , 2006, First International Conference on Innovative Computing, Information and Control - Volume I (ICICIC'06).

[3]  Rainer Böhme,et al.  Advanced Statistical Steganalysis , 2010, Information Security and Cryptography.

[4]  Chin-Chen Chang,et al.  A Fast and Secure Image Hiding Scheme Based on LSB Substitution , 2002, Int. J. Pattern Recognit. Artif. Intell..

[5]  D. M. Hutton,et al.  Data Hiding Fundamentals and Applications: Content Security in Digital Multimedia , 2005 .

[6]  NissarArooj,et al.  Classification of steganalysis techniques , 2010 .

[7]  Jessica Fridrich,et al.  Steganography in Digital Media: References , 2009 .

[8]  Lee-Ming Cheng,et al.  Hiding data in images by simple LSB substitution , 2004, Pattern Recognit..

[9]  Niels Provos,et al.  Hide and Seek: An Introduction to Steganography , 2003, IEEE Secur. Priv..