An adaptive high capacity reversible data hiding algorithm in interpolation domain
•Propose an adaptive weighted-based image interpolation algorithm.•To guarantee the visual quality of watermarked image, a threshold T is used to determine whether the difference can be embedded in secret data.•Embed data in the blocks with small deviation with priority for improving further the ima...
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Published in | Signal processing Vol. 194; p. 108458 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
Elsevier B.V
01.05.2022
Elsevier |
Subjects | |
Online Access | Get full text |
ISSN | 0165-1684 1872-7557 |
DOI | 10.1016/j.sigpro.2022.108458 |
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Abstract | •Propose an adaptive weighted-based image interpolation algorithm.•To guarantee the visual quality of watermarked image, a threshold T is used to determine whether the difference can be embedded in secret data.•Embed data in the blocks with small deviation with priority for improving further the image quality at low embedding rates.•To overcome the overflow or underflow problem, we present two temporary embedded pixels to help us choose adaptively the final embedded result.
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Reversible data hiding (RDH) algorithms using interpolation technology have the advantage of high capacity for single-layer embedding. However, existing algorithms usually embed secret data in the non-reference pixels based on simple additions without considering the properties of context-pixels, which results in that the visual quality of watermarked image is not optimal. To deal with this issue, a novel adaptive high capacity RDH algorithm is proposed. Firstly, a location-dependent weighted image interpolation method is proposed to improve the visual quality of the interpolated image. Then, the interpolated image is divided into overlapping blocks, which are sorted in an ascending order according to their standard deviations; secret data is preferentially embedded in the blocks with small deviation so that image quality is not distorted too much. Finally, to enhance embedding capacity as much as possible, the amount of secret data bits that can be embedded in non-reference pixels is calculated adaptively. We theoretically prove that the embedded secret data can be extracted correctly and there is no pixel overflow or underflow problem. Extensive experimental results showed that the proposed algorithm outperforms several state-of-the-art algorithms. In addition, our algorithm can resist steganalysis attacks, and demonstrated the effectiveness of the proposed algorithm. |
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AbstractList | •Propose an adaptive weighted-based image interpolation algorithm.•To guarantee the visual quality of watermarked image, a threshold T is used to determine whether the difference can be embedded in secret data.•Embed data in the blocks with small deviation with priority for improving further the image quality at low embedding rates.•To overcome the overflow or underflow problem, we present two temporary embedded pixels to help us choose adaptively the final embedded result.
[Display omitted]
Reversible data hiding (RDH) algorithms using interpolation technology have the advantage of high capacity for single-layer embedding. However, existing algorithms usually embed secret data in the non-reference pixels based on simple additions without considering the properties of context-pixels, which results in that the visual quality of watermarked image is not optimal. To deal with this issue, a novel adaptive high capacity RDH algorithm is proposed. Firstly, a location-dependent weighted image interpolation method is proposed to improve the visual quality of the interpolated image. Then, the interpolated image is divided into overlapping blocks, which are sorted in an ascending order according to their standard deviations; secret data is preferentially embedded in the blocks with small deviation so that image quality is not distorted too much. Finally, to enhance embedding capacity as much as possible, the amount of secret data bits that can be embedded in non-reference pixels is calculated adaptively. We theoretically prove that the embedded secret data can be extracted correctly and there is no pixel overflow or underflow problem. Extensive experimental results showed that the proposed algorithm outperforms several state-of-the-art algorithms. In addition, our algorithm can resist steganalysis attacks, and demonstrated the effectiveness of the proposed algorithm. |
ArticleNumber | 108458 |
Author | Chen, Yi Wang, Lihui Li, Zhi Ye, Chen Fan, Mengting Zhu, Yuemin Xiong, Xiangguang |
Author_xml | – sequence: 1 givenname: Xiangguang surname: Xiong fullname: Xiong, Xiangguang email: xxg0851@163.com organization: Key Laboratory of Intelligent Medical Image Analysis and Precise Diagnosis of Guizhou Province, College of Computer Science and Technology, Guizhou University, Guiyang 550025, China – sequence: 2 givenname: Lihui surname: Wang fullname: Wang, Lihui email: lhwang2@gzu.edu.cn organization: Key Laboratory of Intelligent Medical Image Analysis and Precise Diagnosis of Guizhou Province, College of Computer Science and Technology, Guizhou University, Guiyang 550025, China – sequence: 3 givenname: Zhi surname: Li fullname: Li, Zhi email: 1392589@qq.com organization: Key Laboratory of Intelligent Medical Image Analysis and Precise Diagnosis of Guizhou Province, College of Computer Science and Technology, Guizhou University, Guiyang 550025, China – sequence: 4 givenname: Chen surname: Ye fullname: Ye, Chen email: 1205854191@qq.com organization: Key Laboratory of Intelligent Medical Image Analysis and Precise Diagnosis of Guizhou Province, College of Computer Science and Technology, Guizhou University, Guiyang 550025, China – sequence: 5 givenname: Yi surname: Chen fullname: Chen, Yi email: 1007822713@qq.com organization: School of Big Data and Computer Science, Guizhou Normal University, Guiyang 550025, China – sequence: 6 givenname: Mengting surname: Fan fullname: Fan, Mengting email: 2224876659@qq.com organization: School of Big Data and Computer Science, Guizhou Normal University, Guiyang 550025, China – sequence: 7 givenname: Yuemin surname: Zhu fullname: Zhu, Yuemin email: yue-min.zhu@creatis.insa-lyon.fr organization: CNRS UMR5220, Inserm U1206, INSA Lyon, Université de Lyon, 69621 Lyon, France |
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Cites_doi | 10.1016/j.compeleceng.2015.04.014 10.1016/j.sigpro.2017.02.001 10.1016/j.ijleo.2014.01.149 10.1016/j.aeue.2015.08.011 10.1109/TCSVT.2009.2017409 10.1016/j.eswa.2011.12.019 10.1007/s13369-021-05529-3 10.1016/j.csi.2008.06.001 10.1016/j.sigpro.2020.107562 10.1109/ACCESS.2019.2942449 10.1109/TCSVT.2006.869964 10.1109/TCSVT.2003.815962 10.1109/TCSVT.2009.2020257 10.1016/j.sigpro.2017.07.025 10.1007/s11042-018-6465-8 10.1109/TIP.2013.2281422 10.1007/s11042-013-1832-y 10.1016/j.sigpro.2011.09.028 10.1016/j.sigpro.2012.07.012 10.1007/s11042-016-4186-4 10.1016/j.csi.2016.10.005 10.1016/j.sigpro.2019.05.020 10.1016/j.sigpro.2016.02.001 10.1109/TIP.2014.2307482 |
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Keywords | Adaptive embedding Reversible data hiding Steganalysis Location-dependent weighted image interpolation |
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Snippet | •Propose an adaptive weighted-based image interpolation algorithm.•To guarantee the visual quality of watermarked image, a threshold T is used to determine... |
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SubjectTerms | Adaptive embedding Computer Science Location-dependent weighted image interpolation Medical Imaging Reversible data hiding Steganalysis |
Title | An adaptive high capacity reversible data hiding algorithm in interpolation domain |
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