Skip to main content
Log in

A novel pixel value ordering reversible data hiding based on dual-image

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

Abstract

Recently, reversible data hiding (RDH) based on pixel value order (PVO) has been an important research direction in the field of information security due to its high-fidelity characteristics. However, PVO-based schemes have low embedding capacities (EC) because the pixels whose prediction-error greater than 1 or less than -1 on the histogram just shifted but not selected for embedding data. Dual-image techniques have often been used in recent years. In this paper, we use dual-image to design a new shift strategy that allows secret data to be embedded in those pixels only shifted in PVO-based schemes previously to improve the EC. The number of secret message bits for each embedding is fixed in most dual-image RDH methods, which leads to image redundancy not be fully exploited. In the proposed method, the number of embedded bits changes dynamically according to the prediction-error so that the visual quality of the stego images is better. Experimental results verify that the proposed method is superior to some other state-of-the-art PVO-based and dual-image RDH methods.

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

Similar content being viewed by others

References

  1. Chang C-C, Kieu T D, Chou Y-C (2007) Reversible data hiding scheme using two steganographic images. In: TENCON 2007-2007 IEEE Region 10 Conference. IEEE, pp 1–4

  2. Chi L-P, Wu C-H, Chang H-P (2018) Reversible data hiding in dual stegano-image using an improved center folding strategy. Multimed Tools Appl 77(7):8785–8803

    Article  Google Scholar 

  3. Chowdhuri P, Jana B (2020) Hiding data in dual color images reversibly via weighted matrix. J Inf Secur Appl 50:102420

    Google Scholar 

  4. Dong L, Zhou J, Sun W, Yan D, Wang R (2020) First steps toward concealing the traces left by reversible image data hiding. IEEE Trans Circ Syst II: Express Briefs 67(5):951–955

    Google Scholar 

  5. Fridrich J, Goljan M, Du R (2001) Invertible authentication. In: Security and watermarking of multimedia contents III, vol 4314. International Society for Optics and Photonics, pp 197–208

  6. Hao W, Xiang L, Li Y, Yang P, Shen X (2018) Reversible natural language watermarking using synonym substitution and arithmetic coding. Comput Mater Contin 55:541–559

    Google Scholar 

  7. Jia Y, Yin Z, Zhang X, Luo Y (2019) Reversible data hiding based on reducing invalid shifting of pixels in histogram shifting. Signal Process 163:238–246

    Article  Google Scholar 

  8. Kim P-H, Ryu K-W, Jung K-H (2020) Reversible data hiding scheme based on pixel-value differencing in dual images. Int J Distrib Sens Netw 16 (7):1550147720911006

    Google Scholar 

  9. Li X, Li J, Li B, Yang B (2013) High-fidelity reversible data hiding scheme based on pixel-value-ordering and prediction-error expansion. Signal Process 93(1):198–205

    Article  Google Scholar 

  10. Li X, Zhang W, Gui X, Yang B (2013) A novel reversible data hiding scheme based on two-dimensional difference-histogram modification. IEEE Trans Inf Forensic Secur 8(7):1091–1100

    Article  Google Scholar 

  11. Lin J-Y, Chen Y, Chang C-C, Hu Y-C (2019) Dual-image-based reversible data hiding scheme with integrity verification using exploiting modification direction. Multimed Tools Appl 78(18):25855–25872

    Article  Google Scholar 

  12. Lu T-C, Chi L-P, Wu C-H, Chang H-P (2017) Reversible data hiding in dual stego-images using frequency-based encoding strategy. Multimed Tools Appl 76(22):23903–23929

    Article  Google Scholar 

  13. Lu T-C, Wu J-H, Huang C-C (2015) Dual-image-based reversible data hiding method using center folding strategy. Signal Process 115:195–213

    Article  Google Scholar 

  14. Ni Z, Shi Y-Q, Ansari N, Su W (2006) Reversible data hiding. IEEE Trans Circ Syst Video Technol 16(3):354–362

    Article  Google Scholar 

  15. Ou B, Li X, Zhao Y, Ni R (2014) Reversible data hiding using invariant pixel-value-ordering and prediction-error expansion. Signal Process: Image Commun 29(7):760–772

    Google Scholar 

  16. Peng F, Li X, Yang B (2014) Improved pvo-based reversible data hiding. Digital Signal Process 25:255–265

    Article  Google Scholar 

  17. Qin C, Chang C-C, Hsu T-J (2015) Reversible data hiding scheme based on exploiting modification direction with two steganographic images. Multimed Tools Appl 74(15):5861–5872

    Article  Google Scholar 

  18. Qin C, Hu Y-C (2016) Reversible data hiding in vq index table with lossless coding and adaptive switching mechanism. Signal Process 129:48–55

    Article  Google Scholar 

  19. Qu X, Kim H J (2015) Pixel-based pixel value ordering predictor for high-fidelity reversible data hiding. Signal Process 111:249–260

    Article  Google Scholar 

  20. Shi Y-Q, Li X, Zhang X, Wu H-T, Ma B (2016) Reversible data hiding: advances in the past two decades. IEEE Access 4:3210–3237

    Article  Google Scholar 

  21. Sun Y-X, Li Q, Yan B, Pan J-S, Yang H-M (2020) Reversible data hiding in dual encrypted halftone images using matrix embedding. Multimed Tools Appl 79(37):27659–27682

    Article  Google Scholar 

  22. Thodi D M, Rodríguez J J (2007) Expansion embedding techniques for reversible watermarking. IEEE Trans Image Process 16(3):721–730

    Article  MathSciNet  Google Scholar 

  23. Tian J (2003) Reversible data embedding using a difference expansion. IEEE Trans Circ Syst Video Technol 13(8):890–896

    Article  Google Scholar 

  24. Wan W, Wang J, Li J, Meng L, Sun J, Zhang H, Liu J (2020) Pattern complexity-based jnd estimation for quantization watermarking. Pattern Recogn Lett 130:157–164

    Article  Google Scholar 

  25. Wan W, Zhou K, Zhang K, Zhan Y, Li J (2020) Jnd-guided perceptually color image watermarking in spatial domain. IEEE Access 8:164504–164520

    Article  Google Scholar 

  26. Wang X, Ding J, Pei Q (2015) A novel reversible image data hiding scheme based on pixel value ordering and dynamic pixel block partition. Inf Sci 310:16–35

    Article  Google Scholar 

  27. Wang Y-G, Zhu G, Li J, Conti M, Huang J (2020) Defeating lattice-based data hiding code via decoding security hole. IEEE Trans Circ Syst Video Technol 31(1):76–87

    Article  Google Scholar 

  28. Wang Y-G, Zhu G, Shi Y-Q (2018) Transportation spherical watermarking. IEEE Trans Image Process 27(4):2063–2077

    Article  MathSciNet  Google Scholar 

  29. Wu H, Li X, Zhao Y, Ni R (2020) Improved ppvo-based high-fidelity reversible data hiding. Signal Process 167:107264

    Article  Google Scholar 

  30. Xiang L, Yang X, Zhang J, Wang W (2019) A word-frequency-preserving steganographic method based on synonym substitution. Int J Comput Sci Eng 19(1):132–139

    Google Scholar 

  31. Yang Z-L, Zhang S-Y, Hu Y-T, Hu Z-W, Huang Y-F (2020) Vae-stega: linguistic steganography based on variational auto-encoder. IEEE Trans Inf Forensic Secur 16:880–895

    Article  Google Scholar 

  32. Yao H, Qin C, Tang Z, Zhang X (2018) A general framework for shiftable position-based dual-image reversible data hiding. EURASIP J Image Video Process 2018(1):41

    Article  Google Scholar 

  33. Yu H, Wang R, Dong L, Yan D, Gong Y, Lin Y (2020) A high-capacity reversible data hiding scheme using dual-channel audio. IEEE Access 8:162271–162278

    Article  Google Scholar 

  34. Zhang X, Wang R, Yan D, Dong L, Lin Y (2020) Selecting optimal submatrix for syndrome-trellis codes (stcs)-based steganography with segmentation. IEEE Access 8:61754–61766

    Article  Google Scholar 

Download references

Acknowledgements

This work was supported by the Fund of Basic and Applied Basic Research (Grant No.2020B1515120089 and 2021A1515011171) of Guangdong Province.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Shuyuan Shen.

Ethics declarations

Conflict of Interests

The authors declare that they have no conflict of interest.

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

Niu, Y., Shen, S. A novel pixel value ordering reversible data hiding based on dual-image. Multimed Tools Appl 81, 13751–13771 (2022). https://doi.org/10.1007/s11042-022-12149-y

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11042-022-12149-y

Keywords

Navigation