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A Novel 3D Reversible Data Hiding Scheme Based on Integer–Reversible Krawtchouk Transform for IoMT

To avoid rounding errors associated with the limited representation of significant digits when applying the floating-point Krawtchouk transform in image processing, we present an integer and reversible version of the Krawtchouk transform (IRKT). This proposed IRKT generates integer-valued coefficien...

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Autores principales: Yamni, Mohamed, Daoui, Achraf, Pławiak, Paweł, Mao, Haokun, Alfarraj, Osama, El-Latif, Ahmed A. Abd
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10534688/
https://www.ncbi.nlm.nih.gov/pubmed/37765977
http://dx.doi.org/10.3390/s23187914
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author Yamni, Mohamed
Daoui, Achraf
Pławiak, Paweł
Mao, Haokun
Alfarraj, Osama
El-Latif, Ahmed A. Abd
author_facet Yamni, Mohamed
Daoui, Achraf
Pławiak, Paweł
Mao, Haokun
Alfarraj, Osama
El-Latif, Ahmed A. Abd
author_sort Yamni, Mohamed
collection PubMed
description To avoid rounding errors associated with the limited representation of significant digits when applying the floating-point Krawtchouk transform in image processing, we present an integer and reversible version of the Krawtchouk transform (IRKT). This proposed IRKT generates integer-valued coefficients within the Krawtchouk domain, seamlessly aligning with the integer representation commonly utilized in lossless image applications. Building upon the IRKT, we introduce a novel 3D reversible data hiding (RDH) algorithm designed for the secure storage and transmission of extensive medical data within the IoMT (Internet of Medical Things) sector. Through the utilization of the IRKT-based 3D RDH method, a substantial amount of additional data can be embedded into 3D carrier medical images without augmenting their original size or compromising information integrity upon data extraction. Extensive experimental evaluations substantiate the effectiveness of the proposed algorithm, particularly regarding its high embedding capacity, imperceptibility, and resilience against statistical attacks. The integration of this proposed algorithm into the IoMT sector furnishes enhanced security measures for the safeguarded storage and transmission of massive medical data, thereby addressing the limitations of conventional 2D RDH algorithms for medical images.
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spelling pubmed-105346882023-09-29 A Novel 3D Reversible Data Hiding Scheme Based on Integer–Reversible Krawtchouk Transform for IoMT Yamni, Mohamed Daoui, Achraf Pławiak, Paweł Mao, Haokun Alfarraj, Osama El-Latif, Ahmed A. Abd Sensors (Basel) Article To avoid rounding errors associated with the limited representation of significant digits when applying the floating-point Krawtchouk transform in image processing, we present an integer and reversible version of the Krawtchouk transform (IRKT). This proposed IRKT generates integer-valued coefficients within the Krawtchouk domain, seamlessly aligning with the integer representation commonly utilized in lossless image applications. Building upon the IRKT, we introduce a novel 3D reversible data hiding (RDH) algorithm designed for the secure storage and transmission of extensive medical data within the IoMT (Internet of Medical Things) sector. Through the utilization of the IRKT-based 3D RDH method, a substantial amount of additional data can be embedded into 3D carrier medical images without augmenting their original size or compromising information integrity upon data extraction. Extensive experimental evaluations substantiate the effectiveness of the proposed algorithm, particularly regarding its high embedding capacity, imperceptibility, and resilience against statistical attacks. The integration of this proposed algorithm into the IoMT sector furnishes enhanced security measures for the safeguarded storage and transmission of massive medical data, thereby addressing the limitations of conventional 2D RDH algorithms for medical images. MDPI 2023-09-15 /pmc/articles/PMC10534688/ /pubmed/37765977 http://dx.doi.org/10.3390/s23187914 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yamni, Mohamed
Daoui, Achraf
Pławiak, Paweł
Mao, Haokun
Alfarraj, Osama
El-Latif, Ahmed A. Abd
A Novel 3D Reversible Data Hiding Scheme Based on Integer–Reversible Krawtchouk Transform for IoMT
title A Novel 3D Reversible Data Hiding Scheme Based on Integer–Reversible Krawtchouk Transform for IoMT
title_full A Novel 3D Reversible Data Hiding Scheme Based on Integer–Reversible Krawtchouk Transform for IoMT
title_fullStr A Novel 3D Reversible Data Hiding Scheme Based on Integer–Reversible Krawtchouk Transform for IoMT
title_full_unstemmed A Novel 3D Reversible Data Hiding Scheme Based on Integer–Reversible Krawtchouk Transform for IoMT
title_short A Novel 3D Reversible Data Hiding Scheme Based on Integer–Reversible Krawtchouk Transform for IoMT
title_sort novel 3d reversible data hiding scheme based on integer–reversible krawtchouk transform for iomt
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10534688/
https://www.ncbi.nlm.nih.gov/pubmed/37765977
http://dx.doi.org/10.3390/s23187914
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