Skip to main content
Log in

Revisiting weighted Stego-image Steganalysis for PVD steganography

  • Published:
Multimedia Tools and Applications Aims and scope Submit manuscript

Abstract

Weighted stego-image (WS) method is famous for estimating embedding rate of steganography using least significant bit (LSB) scheme. This paper investigates its feasibility of analyzing pixel-value differencing (PVD) steganography, an algorithm without using LSB strategy. Theoretical analysis demonstrates that, although PVD embedding scheme is quite different from LSB, the stego noise in sum value image behaviors like that of LSB replacement (LSBR) steganography. Thus, several sum value image based WS estimators are proposed and the effectiveness is verified via experiments. The results indicate that the estimators are sensitive to sample size and relative embedding rate, and combing non-adaptive and adaptive methods can make the estimation more accurate.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12

Similar content being viewed by others

References

  1. Anjum A, Islam S (2016) LSB steganalysis using modified Weighted Stego-image method. In Proceedings of International Conference on Signal Processing and Integrated Networks 630–635

  2. Böhme R (2008) Weighted stego-image steganalysis for JPEG covers. In Proceedings of Information Hiding Workshop, LNCS 5284. Springer-Verlag 178–194

  3. Fillatre L, Dumontet M, Ali WBH, Antonini M, Barlaud M (2014) Hybrid weighted-stego detection using machine learning. IEEE International Conference on Image Processing 4201–4205

  4. Filler T, Pevný T, Bas P (2010) BOSS (Break Our Steganography System). http://www.agents.cz/boss

  5. Fridrich JJ, Goljan M (2004) On estimation of secret message length in LSB steganography in spatial domain. In Proceedings of SPIE Security, Steganography and Watermarking of Multimedia Contents 23–34

  6. Gulve AK, Joshi MS (2015) A high capacity secured image steganography method with five pixel pair differencing and LSB substitution. International Journal of Image, Graphics and Signal Processing 5:66–74

    Article  Google Scholar 

  7. Huang HS, Wu CS, Chang MH, Chang GH (2014) An image steganographic method based on block-wise pixelvalue differencing. International Journal of Science and Engineering 4(1):141–144

    Google Scholar 

  8. Ker AD (2008) Locating steganographic payload via ws residuals. In Proceedings of ACM workshop on Multimedia and security 22; 27–32

  9. Ker AD and Böhme R (2008) Revisiting weighted stego-image steganalysis. In Proceedings of SPIE electronic imaging, security, forensics, steganography, and watermarking of multimedia contents 6819; 5–1517

  10. Luo Y, Li X, Yang B (2011) Locating steganographic payload for LSB matching embedding. In Proceedings of IEEE International Conference on Multimedia and Expo

  11. Schöttle P, Korff S, Böhme R (2012) Weighted stego-image steganalysis for naive content-adaptive embedding. In Proceedings of IEEE Workshop on Information Forensic and Security, 193–198

  12. Shen SY, Huang LH (2015) A data hiding scheme using pixel value differencing and improving exploiting modification directions. Comput Secur 48:131–141

    Article  Google Scholar 

  13. Wu DC, Tsai WH (2003) A steganographic method for images by pixel-value differencing. Pattern Recogn Lett 24(9):1613–1626

    Article  Google Scholar 

  14. Yang C, Zhao T, Li H, F Liu (2011) Embedding ratio estimation based on weighted stego image for embedding in 2LSB. In Proceedings of the International Conference on Security and Cryptography

  15. Yu X, Babaguchi N (2008) Weighted stego image based steganalysis in multiple least significant bits. In Proceedings of International Conference on Multimedia and Expo 265–268

  16. Yu X, Tan T, Wang Y (2005) Extended optimization method of lsb steganalysis. In Proceedings of IEEE International Conference on Image Processing 1102–1105

  17. Zhang X, Wang S (2004) Vulnerability of pixel-value differencing steganography to histogram analysis and modification for enhanced security. Pattern Recogn Lett 25:331–339

    Article  Google Scholar 

Download references

Acknowledgements

This work was supported by the National Natural Science Foundation of China (No. 61572518, No.u1636202) and China Postdoctoral Science Foundation (No. 2016 M603035). The authors would like to thank the reviewers for their insightful comments and helpful suggestions.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Hao Zhang.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhang, H., Zhang, T. & Chen, H. Revisiting weighted Stego-image Steganalysis for PVD steganography. Multimed Tools Appl 78, 7479–7497 (2019). https://doi.org/10.1007/s11042-018-6473-8

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11042-018-6473-8

Keywords

Navigation