A Highly Robust Reversible Watermarking Scheme Using Embedding Optimization and Rounded Error Compensation

被引:35
作者
Tang, Yichao [1 ,2 ,3 ]
Wang, Shuai [1 ,2 ,3 ]
Wang, Chuntao [1 ,2 ,3 ]
Xiang, Shijun [4 ]
Cheung, Yiu-Ming [5 ]
机构
[1] South China Agr Univ, Coll Math & Informat, Guangzhou 510642, Peoples R China
[2] Minist Agr & Rural Affairs, Key Lab Smart Agr Technol Trop South China, Guangzhou 510642, Peoples R China
[3] Guangzhou Key Lab Intelligent Agr, Guangzhou 510642, Peoples R China
[4] Jinan Univ, Coll Informat Sci & Technol, Guangzhou 510632, Peoples R China
[5] Hong Kong Baptist Univ, Dept Comp Sci, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Watermarking; Robustness; Transform coding; Strain; Distortion; Copyright protection; Error compensation; Robust reversible watermarking; compensation information; Pseudo-Zernike moments; geometric deformations; PSEUDO-ZERNIKE MOMENTS; DATA HIDING SCHEME; IMAGE WATERMARKING; ALGORITHM; RECOVERY;
D O I
10.1109/TCSVT.2022.3216849
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The robust reversible watermarking (RRW) requires high robustness and capacity on the condition of reversibility and imperceptibility, which still remains a big challenge nowadays. In this paper, we propose a two-stage RRW scheme that improves robustness and capacity through embedding optimization and rounded error compensation. The first stage inserts a robust watermark into the selected Pseudo-Zernike moments (PZMs) by using an adaptive normalization method and an optimized embedding strategy. Specifically, the adaptive normalization method achieves both an invariance to pixel amplitude variation and a balance between robustness and imperceptibility, and the optimized embedding strategy reduces embedding distortions remarkably. The watermarked PZMs are inversely transformed to generate the robustly watermarked image, in which rounded errors caused in the inverse transformation is compensated elaborately and thus a larger capacity can be obtained at the same embedding distortion. The second stage embeds a reversible watermark consisting of errors between the robust watermark embedded image and the original one, aiming at achieving the reversibility in case of no attacks. Extensive experimental simulations show that the proposed scheme provides strong robustness against common signal processing, including AWGN, salt-and-pepper noise, JPEG, JPEG2000, median filtering, mean filtering, geometrical transformations involving rotation and scaling, and a compressive sensing attack exemplified by two-dimensional compressive sensing, which outperforms the state-of-the-art schemes. Our code is available at https://github.com/yichao-tang/PZMs-RRW.
引用
收藏
页码:1593 / 1609
页数:17
相关论文
共 51 条
[1]   Robust Reversible Watermarking via Clustering and Enhanced Pixel-Wise Masking [J].
An, Lingling ;
Gao, Xinbo ;
Li, Xuelong ;
Tao, Dacheng ;
Deng, Cheng ;
Li, Jie .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (08) :3598-3611
[2]   Content-adaptive reliable robust lossless data embedding [J].
An, Lingling ;
Gao, Xinbo ;
Yuan, Yuan ;
Tao, Dacheng ;
Deng, Cheng ;
Ji, Feng .
NEUROCOMPUTING, 2012, 79 :1-11
[3]   Robust lossless data hiding using clustering and statistical quantity histogram [J].
An, Lingling ;
Gao, Xinbo ;
Yuan, Yuan ;
Tao, Dacheng .
NEUROCOMPUTING, 2012, 77 (01) :1-11
[4]   Artificial bee colony optimized robust-reversible image watermarking [J].
Ansari, Irshad Ahmad ;
Pant, Millie ;
Ahn, Chang Wook .
MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (17) :18001-18025
[5]   Techniques for data hiding [J].
Bender, W ;
Gruhl, D ;
Morimoto, N ;
Lu, A .
IBM SYSTEMS JOURNAL, 1996, 35 (3-4) :313-336
[6]   Near-optimal signal recovery from random projections: Universal encoding strategies? [J].
Candes, Emmanuel J. ;
Tao, Terence .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (12) :5406-5425
[7]   Preserving robustness and removability for digital watermarks using subsampling and difference correlation [J].
Chang, Chin-Chen ;
Lin, Pei-Yu ;
Yeh, Jieh-Shan .
INFORMATION SCIENCES, 2009, 179 (13) :2283-2293
[8]   Iterative gradient projection algorithm for two-dimensional compressive sensing sparse image reconstruction [J].
Chen, Gao ;
Li, Defang ;
Zhang, Jiashu .
SIGNAL PROCESSING, 2014, 104 :15-26
[9]   Very fast watermarking by reversible contrast mapping [J].
Coltuc, Dinu ;
Chassery, Jean-Marc .
IEEE SIGNAL PROCESSING LETTERS, 2007, 14 (04) :255-258
[10]   Towards distortion-free robust image authentication [J].
Coltuc, Dinu .
ANTI-COUNTERFEIT IMAGE ANALYSIS METHODS (A SPECIAL SESSION OF ICSXII), 2007, 77