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An effective digital image watermarking scheme incorporating DCT, DFT and SVD transformations
Image watermarking prevents copyright infringements by attaching visible/invisible watermark images as authentication identities in the owner’s documents. The article made analysis on the advantages of different transformations for choosing better combinations to make the watermark embedding process...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
PeerJ Inc.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10403172/ https://www.ncbi.nlm.nih.gov/pubmed/37547425 http://dx.doi.org/10.7717/peerj-cs.1427 |
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author | Varghese, Justin Bin Hussain, Omer Subash, Saudia T., Abdul Razak |
author_facet | Varghese, Justin Bin Hussain, Omer Subash, Saudia T., Abdul Razak |
author_sort | Varghese, Justin |
collection | PubMed |
description | Image watermarking prevents copyright infringements by attaching visible/invisible watermark images as authentication identities in the owner’s documents. The article made analysis on the advantages of different transformations for choosing better combinations to make the watermark embedding process and observed that watermarking techniques incorporating discrete cosine transform (DCT) provide better resistance towards JPEG based potential attacks, discrete Fourier transform (DFT) has strong energy compaction with geometrical invariance properties to resist geometric attacks while singular value decomposition (SVD) provides stability, proportion invariance and rotation invariance properties and it provides strong resistance against noise based attacks. Considering these advantages of different transformations, the article presents a new non-blind watermarking algorithm by utilizing advantages of DFT, DCT and SVD transforms while attaching secret contents in cover images. The algorithm starts by applying DFT followed by onion peel decomposition (OPD) for decomposing Fourier domain carrier image to four frequency sub images. The scheme then applies DCT on the frequency bands and orders them in zigzag fashion to form four individual frequency arrays. In the final step of embedding process, it embeds four copies of watermark singular value contents in DFT domain with the carrier image singular value contents to produce the watermarked image. The experimental results based on subjective and objective metrics on various test images from standard image databases with different test conditions demarcate the stability of new algorithm in producing high quality watermarked images with fewer distortions even when the watermarked images are extremely distorted by potential attacks. |
format | Online Article Text |
id | pubmed-10403172 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | PeerJ Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-104031722023-08-05 An effective digital image watermarking scheme incorporating DCT, DFT and SVD transformations Varghese, Justin Bin Hussain, Omer Subash, Saudia T., Abdul Razak PeerJ Comput Sci Algorithms and Analysis of Algorithms Image watermarking prevents copyright infringements by attaching visible/invisible watermark images as authentication identities in the owner’s documents. The article made analysis on the advantages of different transformations for choosing better combinations to make the watermark embedding process and observed that watermarking techniques incorporating discrete cosine transform (DCT) provide better resistance towards JPEG based potential attacks, discrete Fourier transform (DFT) has strong energy compaction with geometrical invariance properties to resist geometric attacks while singular value decomposition (SVD) provides stability, proportion invariance and rotation invariance properties and it provides strong resistance against noise based attacks. Considering these advantages of different transformations, the article presents a new non-blind watermarking algorithm by utilizing advantages of DFT, DCT and SVD transforms while attaching secret contents in cover images. The algorithm starts by applying DFT followed by onion peel decomposition (OPD) for decomposing Fourier domain carrier image to four frequency sub images. The scheme then applies DCT on the frequency bands and orders them in zigzag fashion to form four individual frequency arrays. In the final step of embedding process, it embeds four copies of watermark singular value contents in DFT domain with the carrier image singular value contents to produce the watermarked image. The experimental results based on subjective and objective metrics on various test images from standard image databases with different test conditions demarcate the stability of new algorithm in producing high quality watermarked images with fewer distortions even when the watermarked images are extremely distorted by potential attacks. PeerJ Inc. 2023-07-10 /pmc/articles/PMC10403172/ /pubmed/37547425 http://dx.doi.org/10.7717/peerj-cs.1427 Text en © 2023 Varghese et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ Computer Science) and either DOI or URL of the article must be cited. |
spellingShingle | Algorithms and Analysis of Algorithms Varghese, Justin Bin Hussain, Omer Subash, Saudia T., Abdul Razak An effective digital image watermarking scheme incorporating DCT, DFT and SVD transformations |
title | An effective digital image watermarking scheme incorporating DCT, DFT and SVD transformations |
title_full | An effective digital image watermarking scheme incorporating DCT, DFT and SVD transformations |
title_fullStr | An effective digital image watermarking scheme incorporating DCT, DFT and SVD transformations |
title_full_unstemmed | An effective digital image watermarking scheme incorporating DCT, DFT and SVD transformations |
title_short | An effective digital image watermarking scheme incorporating DCT, DFT and SVD transformations |
title_sort | effective digital image watermarking scheme incorporating dct, dft and svd transformations |
topic | Algorithms and Analysis of Algorithms |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10403172/ https://www.ncbi.nlm.nih.gov/pubmed/37547425 http://dx.doi.org/10.7717/peerj-cs.1427 |
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