A Watermarking Scheme for Color Image Using Quaternion Discrete Fourier Transform and Tensor Decomposition

To protect the copyright of the color image, a color image watermarking scheme based on quaternion discrete Fourier transform (QDFT) and tensor decomposition (TD) is presented. Specifically, the cover image is partitioned into non-overlapping blocks, and then QDFT is performed on each image block. T...

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Main Authors: Li Li, Rui Bai, Jianfeng Lu, Shanqing Zhang, Ching-Chun Chang
Format: Article
Language:English
Published: MDPI AG 2021-05-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/11/11/5006
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spelling doaj-c0bb7023da2845f8b027d77b51dafe4e2021-06-01T01:32:10ZengMDPI AGApplied Sciences2076-34172021-05-01115006500610.3390/app11115006A Watermarking Scheme for Color Image Using Quaternion Discrete Fourier Transform and Tensor DecompositionLi Li0Rui Bai1Jianfeng Lu2Shanqing Zhang3Ching-Chun Chang4School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou 310018, ChinaSchool of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou 310018, ChinaSchool of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou 310018, ChinaSchool of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou 310018, ChinaDepartment of Computer Science, University of Warwick, Coventry CV4 7AL, UKTo protect the copyright of the color image, a color image watermarking scheme based on quaternion discrete Fourier transform (QDFT) and tensor decomposition (TD) is presented. Specifically, the cover image is partitioned into non-overlapping blocks, and then QDFT is performed on each image block. Then, the three imaginary frequency components of QDFT are used to construct a third-order tensor. The third-order tensor is decomposed by Tucker decomposition and generates a core tensor. Finally, an improved odd–even quantization technique is employed to embed a watermark in the core tensor. Moreover, pseudo-Zernike moments and multiple output least squares support vector regression (MLS–SVR) network model are used for geometric distortion correction in the watermark extraction stage. The scheme utilizes the inherent correlations among the three RGB channels of a color image, and spreads the watermark into the three channels. The experimental results indicate that the proposed scheme has better fidelity and stronger robustness for common image-processing and geometric attacks, can effectively resist each color channel exchange attack. Compared with the existing schemes, the presented scheme achieves better performance.https://www.mdpi.com/2076-3417/11/11/5006watermarkquaternion discrete Fourier transform (QDFT)tensor decomposition(TD)pseudo-Zernike momentsMLS–SVR
collection DOAJ
language English
format Article
sources DOAJ
author Li Li
Rui Bai
Jianfeng Lu
Shanqing Zhang
Ching-Chun Chang
spellingShingle Li Li
Rui Bai
Jianfeng Lu
Shanqing Zhang
Ching-Chun Chang
A Watermarking Scheme for Color Image Using Quaternion Discrete Fourier Transform and Tensor Decomposition
Applied Sciences
watermark
quaternion discrete Fourier transform (QDFT)
tensor decomposition(TD)
pseudo-Zernike moments
MLS–SVR
author_facet Li Li
Rui Bai
Jianfeng Lu
Shanqing Zhang
Ching-Chun Chang
author_sort Li Li
title A Watermarking Scheme for Color Image Using Quaternion Discrete Fourier Transform and Tensor Decomposition
title_short A Watermarking Scheme for Color Image Using Quaternion Discrete Fourier Transform and Tensor Decomposition
title_full A Watermarking Scheme for Color Image Using Quaternion Discrete Fourier Transform and Tensor Decomposition
title_fullStr A Watermarking Scheme for Color Image Using Quaternion Discrete Fourier Transform and Tensor Decomposition
title_full_unstemmed A Watermarking Scheme for Color Image Using Quaternion Discrete Fourier Transform and Tensor Decomposition
title_sort watermarking scheme for color image using quaternion discrete fourier transform and tensor decomposition
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2021-05-01
description To protect the copyright of the color image, a color image watermarking scheme based on quaternion discrete Fourier transform (QDFT) and tensor decomposition (TD) is presented. Specifically, the cover image is partitioned into non-overlapping blocks, and then QDFT is performed on each image block. Then, the three imaginary frequency components of QDFT are used to construct a third-order tensor. The third-order tensor is decomposed by Tucker decomposition and generates a core tensor. Finally, an improved odd–even quantization technique is employed to embed a watermark in the core tensor. Moreover, pseudo-Zernike moments and multiple output least squares support vector regression (MLS–SVR) network model are used for geometric distortion correction in the watermark extraction stage. The scheme utilizes the inherent correlations among the three RGB channels of a color image, and spreads the watermark into the three channels. The experimental results indicate that the proposed scheme has better fidelity and stronger robustness for common image-processing and geometric attacks, can effectively resist each color channel exchange attack. Compared with the existing schemes, the presented scheme achieves better performance.
topic watermark
quaternion discrete Fourier transform (QDFT)
tensor decomposition(TD)
pseudo-Zernike moments
MLS–SVR
url https://www.mdpi.com/2076-3417/11/11/5006
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