Robust image watermarking against geometric attacks

The recent progress in digital multimedia technologies has offered many facilities in transmission, reproduction and manipulation of digital contents. However, this advance in technology has also brought the problems such as copyright protection and ownership verification. One of the proposed soluti...

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Main Author: Dong, Qi
Other Authors: Soon Ing Yann
Format: Theses and Dissertations
Language:English
Published: 2013
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Online Access:http://hdl.handle.net/10356/54840
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-548402023-07-04T17:26:57Z Robust image watermarking against geometric attacks Dong, Qi Soon Ing Yann School of Electrical and Electronic Engineering DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision The recent progress in digital multimedia technologies has offered many facilities in transmission, reproduction and manipulation of digital contents. However, this advance in technology has also brought the problems such as copyright protection and ownership verification. One of the proposed solutions to such problems is digital watermarking. In the design of a robust watermarking scheme, the most important requirement is robustness. For image watermarking, improving the robustness against geometric attacks is one of the challenges in the field of digital watermarking. Thus, the work presented in this thesis is concerned with the design of robust image watermarking schemes against geometric attacks as well as image processing operations. A normalization-based robust image watermarking is proposed and implemented in the thesis. The proposed scheme utilizes image normalization and singular value decomposition (SVD) to embed robust watermarks. The watermark embedding process is performed in a composite transform domain achieved by SVD and discrete cosine transform (DCT). A watermark bit is embedded in the mid-frequency band by imposing a particular relationship between two pseudo-randomly selected DCT coefficients. High robustness and image fidelity can be achieved. Another robust watermarking scheme is also presented in the thesis. The procedures of feature point extraction are first demonstrated. The invariance properties of image feature points and Zernike moments are then investigated and tested. Several circular patches centered on feature points are generated as stable carriers of watermark information. The watermark bits are embedded by quantizing the magnitudes of local Zernike moments. Experimental results show that the number of correctly extracted watermark bits is still large enough to prove the ownership even when the watermarked images are severely distorted. All effects of geometric attacks can be converted to translations in a log-polar mapping (LPM) representation. Based on this, a watermark synchronization technique is described. The discrete Fourier transform and LPM are applied to original host image to achieve an invariant domain. The watermark is embedded by adaptively modifying LPM magnitude coefficients. This technique is robust against geometric attacks and common image processing operations. The recommendations for future research are also given based on the limitations of proposed watermarking schemes. Doctor of Philosophy (EEE) 2013-09-11T03:04:09Z 2013-09-11T03:04:09Z 2013 2013 Thesis Dong, Q. (2013). Robust image watermarking against geometric attacks. Doctoral thesis, Nanyang Technological University, Singapore. http://hdl.handle.net/10356/54840 10.32657/10356/54840 en 183 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
spellingShingle DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
Dong, Qi
Robust image watermarking against geometric attacks
description The recent progress in digital multimedia technologies has offered many facilities in transmission, reproduction and manipulation of digital contents. However, this advance in technology has also brought the problems such as copyright protection and ownership verification. One of the proposed solutions to such problems is digital watermarking. In the design of a robust watermarking scheme, the most important requirement is robustness. For image watermarking, improving the robustness against geometric attacks is one of the challenges in the field of digital watermarking. Thus, the work presented in this thesis is concerned with the design of robust image watermarking schemes against geometric attacks as well as image processing operations. A normalization-based robust image watermarking is proposed and implemented in the thesis. The proposed scheme utilizes image normalization and singular value decomposition (SVD) to embed robust watermarks. The watermark embedding process is performed in a composite transform domain achieved by SVD and discrete cosine transform (DCT). A watermark bit is embedded in the mid-frequency band by imposing a particular relationship between two pseudo-randomly selected DCT coefficients. High robustness and image fidelity can be achieved. Another robust watermarking scheme is also presented in the thesis. The procedures of feature point extraction are first demonstrated. The invariance properties of image feature points and Zernike moments are then investigated and tested. Several circular patches centered on feature points are generated as stable carriers of watermark information. The watermark bits are embedded by quantizing the magnitudes of local Zernike moments. Experimental results show that the number of correctly extracted watermark bits is still large enough to prove the ownership even when the watermarked images are severely distorted. All effects of geometric attacks can be converted to translations in a log-polar mapping (LPM) representation. Based on this, a watermark synchronization technique is described. The discrete Fourier transform and LPM are applied to original host image to achieve an invariant domain. The watermark is embedded by adaptively modifying LPM magnitude coefficients. This technique is robust against geometric attacks and common image processing operations. The recommendations for future research are also given based on the limitations of proposed watermarking schemes.
author2 Soon Ing Yann
author_facet Soon Ing Yann
Dong, Qi
format Theses and Dissertations
author Dong, Qi
author_sort Dong, Qi
title Robust image watermarking against geometric attacks
title_short Robust image watermarking against geometric attacks
title_full Robust image watermarking against geometric attacks
title_fullStr Robust image watermarking against geometric attacks
title_full_unstemmed Robust image watermarking against geometric attacks
title_sort robust image watermarking against geometric attacks
publishDate 2013
url http://hdl.handle.net/10356/54840
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