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A Hybrid Robust Image Watermarking Method Based on DWT-DCT and SIFT for Copyright Protection

In this paper, a robust hybrid watermarking method based on discrete wavelet transform (DWT), discrete cosine transform (DCT), and scale-invariant feature transformation (SIFT) is proposed. Indeed, it is of prime interest to develop robust feature-based image watermarking schemes to withstand both i...

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Detalles Bibliográficos
Autores principales: Hamidi, Mohamed, El Haziti, Mohamed, Cherifi, Hocine, El Hassouni, Mohammed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8539292/
https://www.ncbi.nlm.nih.gov/pubmed/34677304
http://dx.doi.org/10.3390/jimaging7100218
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author Hamidi, Mohamed
El Haziti, Mohamed
Cherifi, Hocine
El Hassouni, Mohammed
author_facet Hamidi, Mohamed
El Haziti, Mohamed
Cherifi, Hocine
El Hassouni, Mohammed
author_sort Hamidi, Mohamed
collection PubMed
description In this paper, a robust hybrid watermarking method based on discrete wavelet transform (DWT), discrete cosine transform (DCT), and scale-invariant feature transformation (SIFT) is proposed. Indeed, it is of prime interest to develop robust feature-based image watermarking schemes to withstand both image processing attacks and geometric distortions while preserving good imperceptibility. To this end, a robust watermark is embedded in the DWT-DCT domain to withstand image processing manipulations, while SIFT is used to protect the watermark from geometric attacks. First, the watermark is embedded in the middle band of the discrete cosine transform (DCT) coefficients of the HL1 band of the discrete wavelet transform (DWT). Then, the SIFT feature points are registered to be used in the extraction process to correct the geometric transformations. Extensive experiments have been conducted to assess the effectiveness of the proposed scheme. The results demonstrate its high robustness against standard image processing attacks and geometric manipulations while preserving a high imperceptibility. Furthermore, it compares favorably with alternative methods.
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spelling pubmed-85392922021-10-28 A Hybrid Robust Image Watermarking Method Based on DWT-DCT and SIFT for Copyright Protection Hamidi, Mohamed El Haziti, Mohamed Cherifi, Hocine El Hassouni, Mohammed J Imaging Article In this paper, a robust hybrid watermarking method based on discrete wavelet transform (DWT), discrete cosine transform (DCT), and scale-invariant feature transformation (SIFT) is proposed. Indeed, it is of prime interest to develop robust feature-based image watermarking schemes to withstand both image processing attacks and geometric distortions while preserving good imperceptibility. To this end, a robust watermark is embedded in the DWT-DCT domain to withstand image processing manipulations, while SIFT is used to protect the watermark from geometric attacks. First, the watermark is embedded in the middle band of the discrete cosine transform (DCT) coefficients of the HL1 band of the discrete wavelet transform (DWT). Then, the SIFT feature points are registered to be used in the extraction process to correct the geometric transformations. Extensive experiments have been conducted to assess the effectiveness of the proposed scheme. The results demonstrate its high robustness against standard image processing attacks and geometric manipulations while preserving a high imperceptibility. Furthermore, it compares favorably with alternative methods. MDPI 2021-10-19 /pmc/articles/PMC8539292/ /pubmed/34677304 http://dx.doi.org/10.3390/jimaging7100218 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Hamidi, Mohamed
El Haziti, Mohamed
Cherifi, Hocine
El Hassouni, Mohammed
A Hybrid Robust Image Watermarking Method Based on DWT-DCT and SIFT for Copyright Protection
title A Hybrid Robust Image Watermarking Method Based on DWT-DCT and SIFT for Copyright Protection
title_full A Hybrid Robust Image Watermarking Method Based on DWT-DCT and SIFT for Copyright Protection
title_fullStr A Hybrid Robust Image Watermarking Method Based on DWT-DCT and SIFT for Copyright Protection
title_full_unstemmed A Hybrid Robust Image Watermarking Method Based on DWT-DCT and SIFT for Copyright Protection
title_short A Hybrid Robust Image Watermarking Method Based on DWT-DCT and SIFT for Copyright Protection
title_sort hybrid robust image watermarking method based on dwt-dct and sift for copyright protection
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8539292/
https://www.ncbi.nlm.nih.gov/pubmed/34677304
http://dx.doi.org/10.3390/jimaging7100218
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