Abstract
Information hiding is an important method to achieve multi-media security. Recently, many researchers have paid attention to the reversible data hiding scheme, which can completely recover original multi-media files after the embedded data are extracted. In this paper, a side-match approach is proposed to achieve more capacity in histogram-based reversible data hiding for grayscale images. The histogram is created by exploiting the difference in all the values between pixels and their predictedive values. Experimental results show that our method is capable of providing a great embedding capacity without causing noticeable distortion. In one-level hiding, where it has the best capacity, our method conserves image qualities larger than 48 dB. Furthermore, in multilevel hiding, a rotation strategy is proposed to further improve image qualities. Experimental results show that our method performs better than other existing methods in multilevel hiding cases.
Similar content being viewed by others
Explore related subjects
Discover the latest articles, news and stories from top researchers in related subjects.References
Alattar AM (2004) Reversible watermark using the difference expansion of generalized integer transform. IEEE Trans Image Process 13(8):1147–1156
Chang CC, Lin CY (2006) Reversible steganography for VQ-compressed images using side matching and relocation. IEEE Transactions on Information Forensics and Security 1(4):493–501
Fallahpour M, Megias D, Ghanbari M (2011) Subjectively adapted high capacity lossless image data hiding based on prediction errors. Multimed Tool Appl 52:513–527
Hong W, Chen TS, Shiu CW (2008) Reversible data hiding based on histogram shifting of prediction errors. Proceedings of the International Symposium on Intelligent Information Technology Application Workshop, 2008, Dec. 2008, 292–295
Hsiao JY, Chan KF, Chang JM (2009) Block-based reversible data embedding. Signal Process 89(4):556–569
Jiang J, Guo B, Yang S (2000) Revisiting the JPEG-LS prediction scheme. IEE Proc Vis Image Signal Process 147:575–580
Jin HL, Fujiyoshi M, Kiya H (2007) Lossless data hiding in the spatial domain for high quality image. IEICE Transactions on Fundamentals E90-A(4):771–777
Kim KS, Lee MJ, Lee HY, Lee HK (2009) Reversible data hiding exploiting spatial correlation between sub-sampled images. Pattern Recogn 42(11):3083–3096
Kim HJ, Sachnev V, Shi YQ, Nam J, Choo HG (2008) A novel difference expansion transform for reversible data embedding. IEEE Transactions on Information Forensics and Security 3(3):456–465
Lee S, Yoo CD, Kalker T (2007) Reversible image watermarking based on integer-to-integer wavelet transform. IEEE Transactions on Information Forensics Security 2(3):321–330
Li YC, Yeh CM, Chang CC (2010) Data hiding based on the similarity between neighboring pixels with reversibility. Digit Signal Process 20(4):1116–1128
Lin CC, Hsueh NL (2008) A lossless data hiding scheme based on three-pixel block differences. Pattern Recogn 41(4):1415–1425
Luo H, Yu F-X, Chen H, Huang Z-L, Li H, Wang P-H (2011) Reversible data hiding based on block median preservation. Inform Sci 181(2):308–328
Ni Z, Shi YQ, Ansari N, Su W (2006) Reversible data hiding. IEEE Trans Circ Syst Video Tech 16(3):354–362
Thodi DM, Rodriguez JJ (2007) Expansion embedding techniques for reversible watermarking. IEEE Trans Image Process 16(3):723–730
Tian J (2003) Reversible data embedding using a difference expansion. IEEE Trans Circ Syst Video Tech 13(8):831–841
Tsai P, Hu YC, Yeh HL (2009) Reversible image hiding scheme using predictive coding and histogram shifting. Signal Process 89(6):1129–1143
Tseng HW, Hsieh CP (2009) Prediction-based reversible data hiding. Inform Sci 179(14):2460–2469
Weinberger MJ, Seroussi G, Sapiro G (2000) The LOCO-I lossless image compression algorithm: principles and standardization into JPEG-LS. IEEE Trans Image Process 9:1309–1324
Wu X, Memon N (1997) Context-based, adaptive, lossless image coding. IEEE Trans Comm 45:437–444
Yang CH, Lin YC (2009) Reversible data hiding of a VQ index table based on referred counts. J Vis Comm Image Represent 20(6):399–407
Yang CH, Lin YC (2010) Fractal curves to improve the reversible data embedding for VQ-indexes based on locally adaptive coding. J Vis Comm Image Represent 21:334–342
Yang CH, Wang WJ, Huang CT, Wang SJ (2011) Reversible steganography based on side match and hit pattern for VQ-compressed images. Inform Sci 181(11):2218–2230
Zeng X, Ping L, Li Z (2009) Lossless data hiding scheme using adjacent pixel difference based on scan path. J Multimed 4(3):145–152
Acknowledgement
This research was partially supported by the National Science Council of the Republic of China under the Grants NSC 98-2221-E-015-001-MY3, NSC 100-2221-E-015 -001 -MY2, and NSC 99-2918-I-015-001. We are also indebted to Prof. C.H. Yang for the discussions in the revised version toward a better quality presentation.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Hsu, FH., Wu, MH. & Wang, SJ. Reversible data hiding using side-match predictions on steganographic images. Multimed Tools Appl 67, 571–591 (2013). https://doi.org/10.1007/s11042-012-1047-7
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11042-012-1047-7