Enhanced Steganography Framework Based On Lossless Compression And Histogram

Steganography is an effective cybersecurity technique that facilitates covert communication by hiding information's existence within a spoof image. The trade-off between embedding capacity, imperceptibility, and reversibility has presented a new challenge in steganography. Balancing these facto...

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Main Author: Kasasbeh, Dima Suliman Mohammad
Format: Thesis
Language:English
Published: 2024
Subjects:
Online Access:http://eprints.usm.my/62336/
Abstract Abstract here
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author Kasasbeh, Dima Suliman Mohammad
author_facet Kasasbeh, Dima Suliman Mohammad
author_sort Kasasbeh, Dima Suliman Mohammad
description Steganography is an effective cybersecurity technique that facilitates covert communication by hiding information's existence within a spoof image. The trade-off between embedding capacity, imperceptibility, and reversibility has presented a new challenge in steganography. Balancing these factors is crucial and essential for the development of effective steganography. This thesis proposes an enhanced steganography framework to increase embedding capacity, maintain imperceptibility, and achieve reversibility. Three models were proposed: compression, embedding map generation, and reversible steganography. The compression model was modified to include a hybrid lossless text compression algorithm to reduce redundant secret information and boost embedding capacity. The Embedding Map Generation Model proposed two techniques to determine the best RGB channels and generate the embedding location map before the embedding process. In the reversible steganography model, a 3D embedding process is proposed. It hides compressed bitstreams in the 2D-PEH with a lower local complexity value. Additionally, it hides decompression keys along with other extraction parameters using the generated embedding location map.
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spelling usm-623362025-05-27T07:46:11Z http://eprints.usm.my/62336/ Enhanced Steganography Framework Based On Lossless Compression And Histogram Kasasbeh, Dima Suliman Mohammad T1-995 Technology(General) Steganography is an effective cybersecurity technique that facilitates covert communication by hiding information's existence within a spoof image. The trade-off between embedding capacity, imperceptibility, and reversibility has presented a new challenge in steganography. Balancing these factors is crucial and essential for the development of effective steganography. This thesis proposes an enhanced steganography framework to increase embedding capacity, maintain imperceptibility, and achieve reversibility. Three models were proposed: compression, embedding map generation, and reversible steganography. The compression model was modified to include a hybrid lossless text compression algorithm to reduce redundant secret information and boost embedding capacity. The Embedding Map Generation Model proposed two techniques to determine the best RGB channels and generate the embedding location map before the embedding process. In the reversible steganography model, a 3D embedding process is proposed. It hides compressed bitstreams in the 2D-PEH with a lower local complexity value. Additionally, it hides decompression keys along with other extraction parameters using the generated embedding location map. 2024-07 Thesis NonPeerReviewed application/pdf en http://eprints.usm.my/62336/1/DIMA%20SULIMAN%20MOHAMMAD%20KASASBEH%20-%20TESIS%20cut.pdf Kasasbeh, Dima Suliman Mohammad (2024) Enhanced Steganography Framework Based On Lossless Compression And Histogram. PhD thesis, Universiti Sains Malaysia.
spellingShingle T1-995 Technology(General)
Kasasbeh, Dima Suliman Mohammad
Enhanced Steganography Framework Based On Lossless Compression And Histogram
thesis_level PhD
title Enhanced Steganography Framework Based On Lossless Compression And Histogram
title_full Enhanced Steganography Framework Based On Lossless Compression And Histogram
title_fullStr Enhanced Steganography Framework Based On Lossless Compression And Histogram
title_full_unstemmed Enhanced Steganography Framework Based On Lossless Compression And Histogram
title_short Enhanced Steganography Framework Based On Lossless Compression And Histogram
title_sort enhanced steganography framework based on lossless compression and histogram
topic T1-995 Technology(General)
url http://eprints.usm.my/62336/
work_keys_str_mv AT kasasbehdimasulimanmohammad enhancedsteganographyframeworkbasedonlosslesscompressionandhistogram