LLRT based detection of LSB hiding

نویسندگان

  • Kenneth Sullivan
  • Onkar Dabeer
  • Upamanyu Madhow
  • B. S. Manjunath
  • Shivkumar Chandrasekaran
چکیده

In this paper we consider a hypothesis testing approach for detection of hiding in the least significant bit (LSB). This steganalysis problem is a composite hypothesis testing problem. We state a regularity condition on the image histogram, which reduces this problem to a simple hypothesis testing problem. We then develop a number of simple practical tests based on the estimation of the optimal log likelihood ratio statistic. We show that our tests significantly outperform Stegdetect, a popular hypothesis test available in the literature. Our approach also leads to good estimates of the hiding rate.

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تاریخ انتشار 2003