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Reversible data hiding techniques with high message embedding capacity in images
Reversible Data Hiding (RDH) techniques have gained popularity over the last two decades, where data is embedded in an image in such a way that the original image can be restored. Earlier works on RDH was based on the Image Histogram Modification that uses the peak point to embed data in the image....
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7259517/ https://www.ncbi.nlm.nih.gov/pubmed/32469877 http://dx.doi.org/10.1371/journal.pone.0231602 |
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author | Aziz, Furqan Ahmad, Taeeb Malik, Abdul Haseeb Uddin, M. Irfan Ahmad, Shafiq Sharaf, Mohamed |
author_facet | Aziz, Furqan Ahmad, Taeeb Malik, Abdul Haseeb Uddin, M. Irfan Ahmad, Shafiq Sharaf, Mohamed |
author_sort | Aziz, Furqan |
collection | PubMed |
description | Reversible Data Hiding (RDH) techniques have gained popularity over the last two decades, where data is embedded in an image in such a way that the original image can be restored. Earlier works on RDH was based on the Image Histogram Modification that uses the peak point to embed data in the image. More recent works focus on the Difference Image Histogram Modification that exploits the fact that the neighbouring pixels of an image are highly correlated and therefore the difference of image makes more space to embed large amount of data. In this paper we propose a framework to increase the embedding capacity of reversible data hiding techniques that use a difference of image to embed data. The main idea is that, instead of taking the difference of the neighboring pixels, we rearrange the columns (or rows) of the image in a way that enhances the smooth regions of an image. Any difference based technique to embed data can then be used in the transformed image. The proposed method is applied on different types of images including textures, patterns and publicly available images. Experimental results demonstrate that the proposed method not only increases the message embedding capacity of a given image by more than 50% but also the visual quality of the marked image containing the message is more than the visual quality obtained by existing state-of-the-art reversible data hiding technique. The proposed technique is also verified by Pixel Difference Histogram (PDH) Stegoanalysis and results demonstrate that marked images generated by proposed method is undetectable by PDH analysis. |
format | Online Article Text |
id | pubmed-7259517 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-72595172020-06-08 Reversible data hiding techniques with high message embedding capacity in images Aziz, Furqan Ahmad, Taeeb Malik, Abdul Haseeb Uddin, M. Irfan Ahmad, Shafiq Sharaf, Mohamed PLoS One Research Article Reversible Data Hiding (RDH) techniques have gained popularity over the last two decades, where data is embedded in an image in such a way that the original image can be restored. Earlier works on RDH was based on the Image Histogram Modification that uses the peak point to embed data in the image. More recent works focus on the Difference Image Histogram Modification that exploits the fact that the neighbouring pixels of an image are highly correlated and therefore the difference of image makes more space to embed large amount of data. In this paper we propose a framework to increase the embedding capacity of reversible data hiding techniques that use a difference of image to embed data. The main idea is that, instead of taking the difference of the neighboring pixels, we rearrange the columns (or rows) of the image in a way that enhances the smooth regions of an image. Any difference based technique to embed data can then be used in the transformed image. The proposed method is applied on different types of images including textures, patterns and publicly available images. Experimental results demonstrate that the proposed method not only increases the message embedding capacity of a given image by more than 50% but also the visual quality of the marked image containing the message is more than the visual quality obtained by existing state-of-the-art reversible data hiding technique. The proposed technique is also verified by Pixel Difference Histogram (PDH) Stegoanalysis and results demonstrate that marked images generated by proposed method is undetectable by PDH analysis. Public Library of Science 2020-05-29 /pmc/articles/PMC7259517/ /pubmed/32469877 http://dx.doi.org/10.1371/journal.pone.0231602 Text en © 2020 Aziz et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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 Aziz, Furqan Ahmad, Taeeb Malik, Abdul Haseeb Uddin, M. Irfan Ahmad, Shafiq Sharaf, Mohamed Reversible data hiding techniques with high message embedding capacity in images |
title | Reversible data hiding techniques with high message embedding capacity in images |
title_full | Reversible data hiding techniques with high message embedding capacity in images |
title_fullStr | Reversible data hiding techniques with high message embedding capacity in images |
title_full_unstemmed | Reversible data hiding techniques with high message embedding capacity in images |
title_short | Reversible data hiding techniques with high message embedding capacity in images |
title_sort | reversible data hiding techniques with high message embedding capacity in images |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7259517/ https://www.ncbi.nlm.nih.gov/pubmed/32469877 http://dx.doi.org/10.1371/journal.pone.0231602 |
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