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Improved LSB stegananalysis based on analysis of adjacent pixel pairs

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Abstract

We propose a simple, reliable method based on probability of transitions and distribution of adjacent pixel pairs for steganalysis on digital images in spatial domain subjected to Least Significant Bit replacement steganography. Our method is sensitive to the statistics of underlying cover image and is a variant of Sample Pair Method. We use the new method to estimate length of hidden message reliably. The novelty of our method is that it detects from the statistics of the underlying image, which is invariant with embedding, whether the results it calculate are reliable or not. To our knowledge, no steganalytic method so far predicts from the properties of the stego image, whether its results are accurate or not.

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References

  1. Anderson, R.J., Petitcolas, F.A.P.: On the limits of steganography. IEEE J. Sel. Areas Commun. (special issue on copyright and privacy protection), 16 (1998)

  2. Westfeld, A., Pfitzmann, A.: Attacks on steganographic systems. Lect. Notes Comput. Sci. 1768, 61–75, Springer, Berlin (2000)

  3. Westfeld, A.: Detecting low embedding rates. Lect. Notes Comput. Sci. 2578, 324339, Springer, Berlin (2002)

  4. Chandramouli, R., Kharrazi, M., Memon, N.: Image steganography and steganalysis: concepts and practices. Proceedings of the 2nd International Workshop Digital Water-Marking, p. 3549. Seol, Korea (2003)

  5. Fridrich, J., Du, R., Meng, L.: Steganalysis of lsb encoding in colour images. in: Proceedings of IEEE International Conference on Multimedia and Expo New York City, NY, 30 July–2 Aug 2000

  6. Fridrich, J., Goljan, M., Du, R.: Detecting lsb steganography in colour and grey-scale images. Magazine of IEEE Multimedia, Special Issue on Security October–November Issue (2001)

  7. Avcibas, I., Memon, N., Sankur, B.: Image steganalysis with binary similarity measures. in: Proceedings of the IEEE International Conference on Image Processing, Rochester, New York (2002)

  8. Dumitrescu S., Wu X., Wang Z.: Detection of lsb steganography via sample pair analysis. IEEE Trans. Signal Process. 51(7), 1995–2007 (2003)

    Article  Google Scholar 

  9. Roue, B., Bas, P., Chassery, J.-.: Improving lsb steganalysis using marginal and joint probabilistic distributions. 6th Workshop on Multimedia & Security, pp. 75–80. Magdeburg, Germany (2004)

  10. Lu, P., Luo, X., Tang, Q., Shen, L.: An improved sample pairs method for detection of lsb embedding. In: Proceedings of the 6th Information Hiding Workshop, vol. 3200, pp. 116–127. Springer, LNCS (2004)

  11. Dumitrescu S., Wu X.: A new framework of lsb steganalysis of digital media. IEEE Trans. Signal Process. 53, 3936–3947 (2005)

    Article  MathSciNet  Google Scholar 

  12. Bohme, R.: Assessment of steganalytic methods using multiple regression models. Proceedings of the 7th Information Hiding Workshop, vol. 3727, pp. 278–295. Springer, LNCS (2005)

  13. Ker Andrew D.: Derivation of error distribution in least squares steganalysis. IEEE Trans. Inf. Secur Forensics 2, 140–148 (2007)

    Article  Google Scholar 

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Correspondence to R. Shreelekshmi.

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Shreelekshmi, R., Wilscy, M. & Veni Madhavan, C.E. Improved LSB stegananalysis based on analysis of adjacent pixel pairs. SIViP 7, 811–816 (2013). https://doi.org/10.1007/s11760-011-0270-4

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  • DOI: https://doi.org/10.1007/s11760-011-0270-4

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