Abstract
In this paper, we proposed an improvisation to Li et al.’s pixel value ordering (PVO) method and called it as generalized PVO (GePVO), which provides a suitable expansion strategy using the image redundancy more abundantly. GePVO makes use of a reference pixel and calculates prediction errors using both sides of the block in different modes (one-way GePVO, bidirectional GePVO, round-trip GePVO). The experimental results demonstrate that GePVO had better performance in terms of an increased embedding capacity compared to the other data hiding methods. When compared to Li et al.’s method, the bidirectional GePVO led to an increase in the embedding capacity by 1.8 times and the round-trip GePVO by three times. We contend that the GePVO method made the PVO method more flexible and unbound in terms of embedding capacity while keeping the image quality intact. Performance comparison with other reversible data hiding schemes is presented to demonstrate the validity of the proposed method.
Similar content being viewed by others
References
Gai K, Qiu M, Sun X (2018) A Survey on FinTech. J Netw Comput Appl 103:262–273
Sanchez R, Almenares F, Arias P, Díaz-Sánchez D, Marin A (2012) Enhancing privacy and dynamic federation in IdM for consumer cloud computing. IEEE Trans Consum Electron 58(1):95–103
Xia Z, Wang X, Zhang L, Qin Z, Sun X, Ren K (2016) A privacy-preserving and copy-deterrence content-based image retrieval scheme in cloud computing. IEEE Trans Inf Forensics Secur 11(11):2594–2608
Saber AL, Awadh WI (2012) A new text steganography method by using non-printing unicode characters and unicode system characteristics in English/Arabic documents. J Thi-Qar Sci 3(3):192–200
Wojciech MA, Krzysztof SZ (2011) Is cloud computing steganography-proof. In: Proceedings of third international conference on multimedia information networking and security, pp 441–442
Bender W, Gruhl D, Morimoto N, Lu A (1996) Techniques for data hiding. IBM Syst J 35:313–336
Li XL, Li J, Li B, Yang B (2013) High-fidelity reversible data hiding scheme based on pixel-value-ordering and prediction-error expansion. Signal Process 93:198–205
Peng F, Li XL, Yang B (2014) Improved PVO-based reversible data hiding. Digit Signal Process 25:255–265
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 29:760–772
Qu X, Kim HJ (2015) Pixel-based pixel value ordering predictor for high-fidelity reversible data hiding. Signal Process 111:249–260
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
Lee CF, Shen JJ, Kao YC (2019) High-capacity reversible data hiding based on star-shaped PVO Method. In: Smart innovation, systems and technologies book series (SIST 2019), vol 109, pp 280–288
Zhao WZ, Yang B, Gong S (2018) A higher efficient reversible data hiding scheme based on pixel value ordering (PVO). J Inf Hiding Multimed Signal Process 9(4):918–928
Acknowledgments
We are grateful to all students and teachers who participated in this study and all the colleagues working to realize this project.
Funding
This research was partially supported by the (Ministry of Science and Technology, Taiwan, Republic of China) under the Grant (MOST 106-2221-E-324-006-MY2).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
No potential conflict of interest was reported by the authors.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Lee, CF., Shen, JJ., Agrawal, S. et al. A generalized pixel value ordering data hiding with adaptive embedding capability. J Supercomput 76, 2683–2714 (2020). https://doi.org/10.1007/s11227-019-03052-9
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11227-019-03052-9