Digital Image Steganography Based On Integer Haar Wavelet Transform And Coefficient Difference

The development of digital information led to the demand for information security technology that protects the confidentiality of information. Digital steganography is one of such technology that able to protect the information from illegal interception due to its capability to hide the existence of...

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Main Author: Prajanto, Wahyu Adi
Format: Thesis
Language:English
English
Published: 2014
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Online Access:http://eprints.utem.edu.my/id/eprint/16217/1/Digital%20Image%20Steganography%20Based%20On%20Integer%20Haar%20Wavelet%20Transform%20And%20Coefficient%20Difference%2024%20Pages.pdf
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Institution: Universiti Teknikal Malaysia Melaka
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spelling my.utem.eprints.162172022-02-16T12:29:42Z http://eprints.utem.edu.my/id/eprint/16217/ Digital Image Steganography Based On Integer Haar Wavelet Transform And Coefficient Difference Prajanto, Wahyu Adi T Technology (General) TK Electrical engineering. Electronics Nuclear engineering The development of digital information led to the demand for information security technology that protects the confidentiality of information. Digital steganography is one of such technology that able to protect the information from illegal interception due to its capability to hide the existence of the information without attracting the eavesdropper‟s attention. Among digital media, digital image is the most widely used media for steganography. Discrete Cosine Transform (DCT) is a well-known technique in digital image steganography, but the block calculation of DCT may pose artifact on the images. The disadvantages of DCT can be eliminating by the Discrete Wavelet Transform (DWT) which is more compatible with the Human Visual System (HVS). However the floating point of DWT can causes loss of information. On the other hand, Integer Wavelet Transform (IWT) is represented in finite precision numbers, which can avoid the problem of floating point precision of DWT. In this study, the messages are embedded on the wavelet coefficients of 1-level Integer Haar Wavelet Transform (IHWT) using Coefficient Difference scheme that adopted from Pixel Value Differencing (PVD). The messages are embedded on the difference value of two adjacent wavelet coefficients. Peak Signal to Noise Ration (PSNR) and Structural Similarity (SSIM) are used to measure the quality of stego image. The result shows that the proposed method has outperformed the existing method that employ IHWT and Pixel Mapping Method (PMM) in term of capacity vs. imperceptibility, as well as the maximum capacity. This is due to the high degree of Coefficient Difference that can tolerate larger modification of wavelet coefficients. Moreover, the Coefficient Difference can be applied on all coefficients instead of either significant or insignificant coefficient. These lead to the both high capacity and imperceptibility of digital image steganography system. 2014 Thesis NonPeerReviewed text en http://eprints.utem.edu.my/id/eprint/16217/1/Digital%20Image%20Steganography%20Based%20On%20Integer%20Haar%20Wavelet%20Transform%20And%20Coefficient%20Difference%2024%20Pages.pdf text en http://eprints.utem.edu.my/id/eprint/16217/2/Digital%20Image%20Steganography%20Based%20On%20Integer%20Haar%20Wavelet%20Transform%20And%20Coefficient%20Difference.pdf Prajanto, Wahyu Adi (2014) Digital Image Steganography Based On Integer Haar Wavelet Transform And Coefficient Difference. Masters thesis, Universiti Teknikal Malaysia Melaka. http://library.utem.edu.my:8000/elmu/index.jsp?module=webopac-d&action=fullDisplayRetriever.jsp&szMaterialNo=0000091070
institution Universiti Teknikal Malaysia Melaka
building UTEM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknikal Malaysia Melaka
content_source UTEM Institutional Repository
url_provider http://eprints.utem.edu.my/
language English
English
topic T Technology (General)
TK Electrical engineering. Electronics Nuclear engineering
spellingShingle T Technology (General)
TK Electrical engineering. Electronics Nuclear engineering
Prajanto, Wahyu Adi
Digital Image Steganography Based On Integer Haar Wavelet Transform And Coefficient Difference
description The development of digital information led to the demand for information security technology that protects the confidentiality of information. Digital steganography is one of such technology that able to protect the information from illegal interception due to its capability to hide the existence of the information without attracting the eavesdropper‟s attention. Among digital media, digital image is the most widely used media for steganography. Discrete Cosine Transform (DCT) is a well-known technique in digital image steganography, but the block calculation of DCT may pose artifact on the images. The disadvantages of DCT can be eliminating by the Discrete Wavelet Transform (DWT) which is more compatible with the Human Visual System (HVS). However the floating point of DWT can causes loss of information. On the other hand, Integer Wavelet Transform (IWT) is represented in finite precision numbers, which can avoid the problem of floating point precision of DWT. In this study, the messages are embedded on the wavelet coefficients of 1-level Integer Haar Wavelet Transform (IHWT) using Coefficient Difference scheme that adopted from Pixel Value Differencing (PVD). The messages are embedded on the difference value of two adjacent wavelet coefficients. Peak Signal to Noise Ration (PSNR) and Structural Similarity (SSIM) are used to measure the quality of stego image. The result shows that the proposed method has outperformed the existing method that employ IHWT and Pixel Mapping Method (PMM) in term of capacity vs. imperceptibility, as well as the maximum capacity. This is due to the high degree of Coefficient Difference that can tolerate larger modification of wavelet coefficients. Moreover, the Coefficient Difference can be applied on all coefficients instead of either significant or insignificant coefficient. These lead to the both high capacity and imperceptibility of digital image steganography system.
format Thesis
author Prajanto, Wahyu Adi
author_facet Prajanto, Wahyu Adi
author_sort Prajanto, Wahyu Adi
title Digital Image Steganography Based On Integer Haar Wavelet Transform And Coefficient Difference
title_short Digital Image Steganography Based On Integer Haar Wavelet Transform And Coefficient Difference
title_full Digital Image Steganography Based On Integer Haar Wavelet Transform And Coefficient Difference
title_fullStr Digital Image Steganography Based On Integer Haar Wavelet Transform And Coefficient Difference
title_full_unstemmed Digital Image Steganography Based On Integer Haar Wavelet Transform And Coefficient Difference
title_sort digital image steganography based on integer haar wavelet transform and coefficient difference
publishDate 2014
url http://eprints.utem.edu.my/id/eprint/16217/1/Digital%20Image%20Steganography%20Based%20On%20Integer%20Haar%20Wavelet%20Transform%20And%20Coefficient%20Difference%2024%20Pages.pdf
http://eprints.utem.edu.my/id/eprint/16217/2/Digital%20Image%20Steganography%20Based%20On%20Integer%20Haar%20Wavelet%20Transform%20And%20Coefficient%20Difference.pdf
http://eprints.utem.edu.my/id/eprint/16217/
http://library.utem.edu.my:8000/elmu/index.jsp?module=webopac-d&action=fullDisplayRetriever.jsp&szMaterialNo=0000091070
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