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Improved Detection of LSB Steganography in Grayscale Images

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Information Hiding (IH 2004)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 3200))

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Abstract

We consider methods for answering reliably the question of whether an image contains hidden data; the focus is on grayscale bitmap images and simple LSB steganography. Using a distributed computation network and a library of over 30,000 images we have been carefully evaluating the reliability of various steganalysis methods. The results suggest a number of improvements to the standard techiques, with particular benefits gained by not attempting to estimate the hidden message length. Extensive experimentation shows that the improved methods allow reliable detection of LSB steganography with between 2 and 6 times smaller embedded messages.

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References

  1. Westfeld, A., Pfitzmann, A.: Attacks on steganographic systems. In: Pfitzmann, A. (ed.) IH 1999. LNCS, vol. 1768, pp. 61–76. Springer, Heidelberg (1999)

    Chapter  Google Scholar 

  2. Westfeld, A.: Detecting low embedding rates. In: Petitcolas, F.A.P. (ed.) IH 2002. LNCS, vol. 2578, pp. 324–339. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  3. Chandramouli, R., Memon, N.: Analysis of LSB based image steganography. In: Proc. IEEE International Conference on Image Processing, pp. 1019–1022 (2001)

    Google Scholar 

  4. Fridrich, J., Goljan, M., Du, R.: Reliable detection of LSB steganography in color and grayscale images. In: Proc. ACM Workshop on Multimedia and Security, pp. 27–30 (2001)

    Google Scholar 

  5. Fridrich, J., Goljan, M., Soukal, D.: Higher-order statistical steganalysis of palette images. In: Delp III, E.J., Wong, P.W. (eds.) Security and Watermarking of Multimedia Contents V. Proc. SPIE, vol. 5020, pp. 178–190 (2003)

    Google Scholar 

  6. Dumitrescu, S., Wu, X., Wang, Z.: Detection of LSB steganography via sample pair analysis. In: Petitcolas, F.A.P. (ed.) IH 2002. LNCS, vol. 2578, pp. 355–372. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  7. Ker, A.: Quantitive evaluation of Pairs and RS steganalysis. In: Delp III, E.J., Wong, P.W. (eds.) Security, Steganography, andWatermarking of Multimedia Contents VI. Proc. SPIE, vol. 5306, pp. 83–97 (2004)

    Google Scholar 

  8. Fridrich, J., Goljan, M.: Practical steganalysis of digital images – state of the art. In: Delp III, E.J., Wong, P.W. (eds.) Security and Watermarking of Multimedia Contents IV. Proc. SPIE, vol. 4675, pp. 1–13 (2002)

    Google Scholar 

  9. Sharp, T.: An implementation of key-based digital signal steganography. In: Moskowitz, I.S. (ed.) IH 2001. LNCS, vol. 2137, pp. 13–26. Springer, Heidelberg (2001)

    Chapter  Google Scholar 

  10. Harmsen, J., Pearlman, W.: Higher-order statistical steganalysis of palette images. In: Delp III, E.J., Wong, P.W. (eds.) Security and Watermarking of Multimedia Contents V. Proc. SPIE, vol. 5020, pp. 131–142 (2003)

    Google Scholar 

  11. Fridrich, J., Goljan, M., Du, R.: Steganalysis based on JPEG compatability. In: Tescher, A.G., Vasudev, B., Bove, J.V.M. (eds.) Multimedia Systems and Applications IV. Proc. SPIE, vol. 4518, pp. 275–280 (2002)

    Google Scholar 

  12. Felzenszwalb, P.F., Huttenlocher, D.P.: Image segmentation using local variation. In: Proc. IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pp. 98–104 (1998)

    Google Scholar 

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© 2004 Springer-Verlag Berlin Heidelberg

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Ker, A.D. (2004). Improved Detection of LSB Steganography in Grayscale Images. In: Fridrich, J. (eds) Information Hiding. IH 2004. Lecture Notes in Computer Science, vol 3200. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30114-1_8

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  • DOI: https://doi.org/10.1007/978-3-540-30114-1_8

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-24207-9

  • Online ISBN: 978-3-540-30114-1

  • eBook Packages: Computer ScienceComputer Science (R0)

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