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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8539292 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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