Image Steganography: A Review of the Recent Advances

<p dir="ltr">Image Steganography is the process of hiding information which can be text, image or video inside a cover image. The secret information is hidden in a way that it not visible to the human eyes. Deep learning technology, which has emerged as a powerful tool in various app...

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Main Author: Nandhini Subramanian (16896453) (author)
Other Authors: Omar Elharrouss (14150784) (author), Somaya Al-Maadeed (5178131) (author), Ahmed Bouridane (2270131) (author)
Published: 2021
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author Nandhini Subramanian (16896453)
author2 Omar Elharrouss (14150784)
Somaya Al-Maadeed (5178131)
Ahmed Bouridane (2270131)
author2_role author
author
author
author_facet Nandhini Subramanian (16896453)
Omar Elharrouss (14150784)
Somaya Al-Maadeed (5178131)
Ahmed Bouridane (2270131)
author_role author
dc.creator.none.fl_str_mv Nandhini Subramanian (16896453)
Omar Elharrouss (14150784)
Somaya Al-Maadeed (5178131)
Ahmed Bouridane (2270131)
dc.date.none.fl_str_mv 2021-01-25T00:00:00Z
dc.identifier.none.fl_str_mv 10.1109/access.2021.3053998
dc.relation.none.fl_str_mv https://figshare.com/articles/journal_contribution/Image_Steganography_A_Review_of_the_Recent_Advances/24049335
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Information and computing sciences
Artificial intelligence
Computer vision and multimedia computation
Cybersecurity and privacy
Data management and data science
Graphics, augmented reality and games
Deep learning
Media
Ciphers
Tools
Market research
Image color analysis
Image steganography
GAN steganography
CNN steganography
Information hiding
Image data hiding
dc.title.none.fl_str_mv Image Steganography: A Review of the Recent Advances
dc.type.none.fl_str_mv Text
Journal contribution
info:eu-repo/semantics/publishedVersion
text
contribution to journal
description <p dir="ltr">Image Steganography is the process of hiding information which can be text, image or video inside a cover image. The secret information is hidden in a way that it not visible to the human eyes. Deep learning technology, which has emerged as a powerful tool in various applications including image steganography, has received increased attention recently. The main goal of this paper is to explore and discuss various deep learning methods available in image steganography field. Deep learning techniques used for image steganography can be broadly divided into three categories - traditional methods, Convolutional Neural Network-based and General Adversarial Network-based methods. Along with the methodology, an elaborate summary on the datasets used, experimental set-ups considered and the evaluation metrics commonly used are described in this paper. A table summarizing all the details are also provided for easy reference. This paper aims to help the fellow researchers by compiling the current trends, challenges and some future direction in this field.</p><h2>Other Information</h2><p dir="ltr">Published in: IEEE Access<br>License: <a href="https://creativecommons.org/licenses/by/4.0/legalcode" target="_blank">https://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1109/access.2021.3053998" target="_blank">https://dx.doi.org/10.1109/access.2021.3053998</a></p>
eu_rights_str_mv openAccess
id Manara2_e33a6e18092db67936043d82a4bb9aec
identifier_str_mv 10.1109/access.2021.3053998
network_acronym_str Manara2
network_name_str Manara2
oai_identifier_str oai:figshare.com:article/24049335
publishDate 2021
repository.mail.fl_str_mv
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rights_invalid_str_mv CC BY 4.0
spelling Image Steganography: A Review of the Recent AdvancesNandhini Subramanian (16896453)Omar Elharrouss (14150784)Somaya Al-Maadeed (5178131)Ahmed Bouridane (2270131)Information and computing sciencesArtificial intelligenceComputer vision and multimedia computationCybersecurity and privacyData management and data scienceGraphics, augmented reality and gamesDeep learningMediaCiphersToolsMarket researchImage color analysisImage steganographyGAN steganographyCNN steganographyInformation hidingImage data hiding<p dir="ltr">Image Steganography is the process of hiding information which can be text, image or video inside a cover image. The secret information is hidden in a way that it not visible to the human eyes. Deep learning technology, which has emerged as a powerful tool in various applications including image steganography, has received increased attention recently. The main goal of this paper is to explore and discuss various deep learning methods available in image steganography field. Deep learning techniques used for image steganography can be broadly divided into three categories - traditional methods, Convolutional Neural Network-based and General Adversarial Network-based methods. Along with the methodology, an elaborate summary on the datasets used, experimental set-ups considered and the evaluation metrics commonly used are described in this paper. A table summarizing all the details are also provided for easy reference. This paper aims to help the fellow researchers by compiling the current trends, challenges and some future direction in this field.</p><h2>Other Information</h2><p dir="ltr">Published in: IEEE Access<br>License: <a href="https://creativecommons.org/licenses/by/4.0/legalcode" target="_blank">https://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1109/access.2021.3053998" target="_blank">https://dx.doi.org/10.1109/access.2021.3053998</a></p>2021-01-25T00:00:00ZTextJournal contributioninfo:eu-repo/semantics/publishedVersiontextcontribution to journal10.1109/access.2021.3053998https://figshare.com/articles/journal_contribution/Image_Steganography_A_Review_of_the_Recent_Advances/24049335CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/240493352021-01-25T00:00:00Z
spellingShingle Image Steganography: A Review of the Recent Advances
Nandhini Subramanian (16896453)
Information and computing sciences
Artificial intelligence
Computer vision and multimedia computation
Cybersecurity and privacy
Data management and data science
Graphics, augmented reality and games
Deep learning
Media
Ciphers
Tools
Market research
Image color analysis
Image steganography
GAN steganography
CNN steganography
Information hiding
Image data hiding
status_str publishedVersion
title Image Steganography: A Review of the Recent Advances
title_full Image Steganography: A Review of the Recent Advances
title_fullStr Image Steganography: A Review of the Recent Advances
title_full_unstemmed Image Steganography: A Review of the Recent Advances
title_short Image Steganography: A Review of the Recent Advances
title_sort Image Steganography: A Review of the Recent Advances
topic Information and computing sciences
Artificial intelligence
Computer vision and multimedia computation
Cybersecurity and privacy
Data management and data science
Graphics, augmented reality and games
Deep learning
Media
Ciphers
Tools
Market research
Image color analysis
Image steganography
GAN steganography
CNN steganography
Information hiding
Image data hiding