Image Watermarking Using Discrete Wavelet Transform and Singular Value Decomposition for Enhanced Imperceptibility and Robustness

被引:0
|
作者
Begum, Mahbuba [1 ,2 ]
Shorif, Sumaita Binte [2 ]
Uddin, Mohammad Shorif [2 ]
Ferdush, Jannatul [3 ]
Jan, Tony [4 ]
Barros, Alistair [5 ]
Whaiduzzaman, Md [4 ,5 ]
机构
[1] Mawlana Bhashani Sci & Technol Univ, Dept Comp Sci & Engn, Tangail 1902, Bangladesh
[2] Jahangirnagar Univ, Dept Comp Sci & Engn, Dhaka 1342, Bangladesh
[3] Jashore Univ Sci & Technol, Dept Comp Sci & Engn, Jashore 7408, Bangladesh
[4] Torrens Univ Australia, Ctr Artificial Intelligence Res & Optimisat AIRO, Adelaide, SA 5000, Australia
[5] Queensland Univ Technol, Sch Informat Syst, Brisbane, Qld 4000, Australia
基金
澳大利亚研究理事会;
关键词
DWT; SVD; imperceptibility; robustness; arnold map; SCHEME; SVD; SECURE;
D O I
10.3390/a17010032
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Digital multimedia elements such as text, image, audio, and video can be easily manipulated because of the rapid rise of multimedia technology, making data protection a prime concern. Hence, copyright protection, content authentication, and integrity verification are today's new challenging issues. To address these issues, digital image watermarking techniques have been proposed by several researchers. Image watermarking can be conducted through several transformations, such as discrete wavelet transform (DWT), singular value decomposition (SVD), orthogonal matrix Q and upper triangular matrix R (QR) decomposition, and non-subsampled contourlet transform (NSCT). However, a single transformation cannot simultaneously satisfy all the design requirements of image watermarking, which makes a platform to design a hybrid invisible image watermarking technique in this work. The proposed work combines four-level (4L) DWT and two-level (2L) SVD. The Arnold map initially encrypts the watermark image, and 2L SVD is applied to it to extract the s components of the watermark image. A 4L DWT is applied to the host image to extract the LL sub-band, and then 2L SVD is applied to extract s components that are embedded into the host image to generate the watermarked image. The dynamic-sized watermark maintains a balanced visual impact and non-blind watermarking preserves the quality and integrity of the host image. We have evaluated the performance after applying several intentional and unintentional attacks and found high imperceptibility and improved robustness with enhanced security to the system than existing state-of-the-art methods.
引用
收藏
页数:20
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