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A robust zero-watermarking scheme based on non-negative matrix factorization for audio protection
The copyright problem of digital products is becoming more and more prominent. In this case, digital watermarking technology has attracted the attention of many experts and scholars in the field of information security. Among the proposed technologies, zero-watermarking technology has been favored g...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269960/ https://www.ncbi.nlm.nih.gov/pubmed/35802709 http://dx.doi.org/10.1371/journal.pone.0270579 |
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author | Guo, Xing Huang, Daiyu Xu, Longting |
author_facet | Guo, Xing Huang, Daiyu Xu, Longting |
author_sort | Guo, Xing |
collection | PubMed |
description | The copyright problem of digital products is becoming more and more prominent. In this case, digital watermarking technology has attracted the attention of many experts and scholars in the field of information security. Among the proposed technologies, zero-watermarking technology has been favored greatly with its excellent imperceptibility. In this paper, a novel robust audio zero-watermarking scheme is designed by applying non-negative matrix decomposition algorithm to zero-watermarking technology. Firstly, the proposed scheme divides the input audio signal into fixed frames, then applies fast Fourier transform(FFT) and non-negative matrix factorization(NMF) algorithm to extract the feature vector of the original audio signal. Finally, XOR the feature vector and the digital watermark sequence to achieve the embedding of zero-watermarking. The experimental results show that the proposed scheme performs more effectively in resisting common and frame-desynchronization attacks than the existing zero-watermarking schemes. |
format | Online Article Text |
id | pubmed-9269960 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-92699602022-07-09 A robust zero-watermarking scheme based on non-negative matrix factorization for audio protection Guo, Xing Huang, Daiyu Xu, Longting PLoS One Research Article The copyright problem of digital products is becoming more and more prominent. In this case, digital watermarking technology has attracted the attention of many experts and scholars in the field of information security. Among the proposed technologies, zero-watermarking technology has been favored greatly with its excellent imperceptibility. In this paper, a novel robust audio zero-watermarking scheme is designed by applying non-negative matrix decomposition algorithm to zero-watermarking technology. Firstly, the proposed scheme divides the input audio signal into fixed frames, then applies fast Fourier transform(FFT) and non-negative matrix factorization(NMF) algorithm to extract the feature vector of the original audio signal. Finally, XOR the feature vector and the digital watermark sequence to achieve the embedding of zero-watermarking. The experimental results show that the proposed scheme performs more effectively in resisting common and frame-desynchronization attacks than the existing zero-watermarking schemes. Public Library of Science 2022-07-08 /pmc/articles/PMC9269960/ /pubmed/35802709 http://dx.doi.org/10.1371/journal.pone.0270579 Text en © 2022 Guo 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, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Guo, Xing Huang, Daiyu Xu, Longting A robust zero-watermarking scheme based on non-negative matrix factorization for audio protection |
title | A robust zero-watermarking scheme based on non-negative matrix factorization for audio protection |
title_full | A robust zero-watermarking scheme based on non-negative matrix factorization for audio protection |
title_fullStr | A robust zero-watermarking scheme based on non-negative matrix factorization for audio protection |
title_full_unstemmed | A robust zero-watermarking scheme based on non-negative matrix factorization for audio protection |
title_short | A robust zero-watermarking scheme based on non-negative matrix factorization for audio protection |
title_sort | robust zero-watermarking scheme based on non-negative matrix factorization for audio protection |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269960/ https://www.ncbi.nlm.nih.gov/pubmed/35802709 http://dx.doi.org/10.1371/journal.pone.0270579 |
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