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Robust 2D and 3D images zero - watermarking using dual Hahn moment invariants and Sine Cosine Algorithm
In this paper, we initially provide significant improvements on the computational aspects of dual Hahn moment invariants (DHMIs) in both 2D and 3D domains. These improvements ensure the numerical stability of DHMIs for large-size images. Then, we propose an efficient method for optimizing the local...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8942162/ https://www.ncbi.nlm.nih.gov/pubmed/35345547 http://dx.doi.org/10.1007/s11042-022-12298-0 |
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author | Daoui, Achraf Karmouni, Hicham Sayyouri, Mhamed Qjidaa, Hassan |
author_facet | Daoui, Achraf Karmouni, Hicham Sayyouri, Mhamed Qjidaa, Hassan |
author_sort | Daoui, Achraf |
collection | PubMed |
description | In this paper, we initially provide significant improvements on the computational aspects of dual Hahn moment invariants (DHMIs) in both 2D and 3D domains. These improvements ensure the numerical stability of DHMIs for large-size images. Then, we propose an efficient method for optimizing the local parameters of dual Hahn polynomials (DHPs) when computing DHMIs using the Sine-Cosine Algorithm (SCA). DHMIs optimized via SCA are used to propose new and robust zero-watermarking scheme applied to both 2D and 3D images. On one hand, the simulation results confirm the efficiency of the proposed computation of 2D and 3D DHMIs regarding the numerical stability and invariability. Indeed, the proposed computation method of 2D DHMIs allows to reach a relative error (RE) of the order ≈10(−10) for images of size 1024 × 1024 with an execution time improvement ratio exceeds 70% (ETIR ≥ 70%), which validates the efficiently of the proposed computation method. On the other hand, the simulation and comparison outcomes clearly demonstrate the robustness of the proposed zero-watermarking scheme against various geometric attacks (translation, rotation, scaling and combined transformations), as well as against other common 2D and 3D image processing attacks (compression, filtering, noise addition, etc.). GRAPHICAL ABSTRACT: [Image: see text] |
format | Online Article Text |
id | pubmed-8942162 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-89421622022-03-24 Robust 2D and 3D images zero - watermarking using dual Hahn moment invariants and Sine Cosine Algorithm Daoui, Achraf Karmouni, Hicham Sayyouri, Mhamed Qjidaa, Hassan Multimed Tools Appl Article In this paper, we initially provide significant improvements on the computational aspects of dual Hahn moment invariants (DHMIs) in both 2D and 3D domains. These improvements ensure the numerical stability of DHMIs for large-size images. Then, we propose an efficient method for optimizing the local parameters of dual Hahn polynomials (DHPs) when computing DHMIs using the Sine-Cosine Algorithm (SCA). DHMIs optimized via SCA are used to propose new and robust zero-watermarking scheme applied to both 2D and 3D images. On one hand, the simulation results confirm the efficiency of the proposed computation of 2D and 3D DHMIs regarding the numerical stability and invariability. Indeed, the proposed computation method of 2D DHMIs allows to reach a relative error (RE) of the order ≈10(−10) for images of size 1024 × 1024 with an execution time improvement ratio exceeds 70% (ETIR ≥ 70%), which validates the efficiently of the proposed computation method. On the other hand, the simulation and comparison outcomes clearly demonstrate the robustness of the proposed zero-watermarking scheme against various geometric attacks (translation, rotation, scaling and combined transformations), as well as against other common 2D and 3D image processing attacks (compression, filtering, noise addition, etc.). GRAPHICAL ABSTRACT: [Image: see text] Springer US 2022-03-23 2022 /pmc/articles/PMC8942162/ /pubmed/35345547 http://dx.doi.org/10.1007/s11042-022-12298-0 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Daoui, Achraf Karmouni, Hicham Sayyouri, Mhamed Qjidaa, Hassan Robust 2D and 3D images zero - watermarking using dual Hahn moment invariants and Sine Cosine Algorithm |
title | Robust 2D and 3D images zero - watermarking using dual Hahn moment invariants and Sine Cosine Algorithm |
title_full | Robust 2D and 3D images zero - watermarking using dual Hahn moment invariants and Sine Cosine Algorithm |
title_fullStr | Robust 2D and 3D images zero - watermarking using dual Hahn moment invariants and Sine Cosine Algorithm |
title_full_unstemmed | Robust 2D and 3D images zero - watermarking using dual Hahn moment invariants and Sine Cosine Algorithm |
title_short | Robust 2D and 3D images zero - watermarking using dual Hahn moment invariants and Sine Cosine Algorithm |
title_sort | robust 2d and 3d images zero - watermarking using dual hahn moment invariants and sine cosine algorithm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8942162/ https://www.ncbi.nlm.nih.gov/pubmed/35345547 http://dx.doi.org/10.1007/s11042-022-12298-0 |
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