Development of a system to detect hidden information in a document using steganography software

Steganography is the art of hiding secret information in plain sight. Manipulating the least significant bit (LSB) of the image’s pixel values is one of the most popular steganographic embedding method. This report documents the steps and development process of a software system that implements a si...

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Main Author: Wuan, Neng Jie
Other Authors: Chan Chee Keong
Format: Final Year Project
Language:English
Published: 2018
Subjects:
Online Access:http://hdl.handle.net/10356/74564
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-745642023-07-07T17:57:11Z Development of a system to detect hidden information in a document using steganography software Wuan, Neng Jie Chan Chee Keong School of Electrical and Electronic Engineering DRNTU::Engineering Steganography is the art of hiding secret information in plain sight. Manipulating the least significant bit (LSB) of the image’s pixel values is one of the most popular steganographic embedding method. This report documents the steps and development process of a software system that implements a signature-based steganalysis approach based on Patterns of Pixel Differences and Random Embedding. Like other blind steganalysis attempts, there will be inherent uncertainties and does not guarantee 100% detection rates. The accuracy of detection depends on the trained Support Vector Machine (SVM) model used, and therefore, accuracy hinges on the type of training data and test images used. Ultimately, there is no universal model that can provide effective classification for any type of image. Bachelor of Engineering 2018-05-21T09:07:21Z 2018-05-21T09:07:21Z 2018 Final Year Project (FYP) http://hdl.handle.net/10356/74564 en Nanyang Technological University 75 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering
spellingShingle DRNTU::Engineering
Wuan, Neng Jie
Development of a system to detect hidden information in a document using steganography software
description Steganography is the art of hiding secret information in plain sight. Manipulating the least significant bit (LSB) of the image’s pixel values is one of the most popular steganographic embedding method. This report documents the steps and development process of a software system that implements a signature-based steganalysis approach based on Patterns of Pixel Differences and Random Embedding. Like other blind steganalysis attempts, there will be inherent uncertainties and does not guarantee 100% detection rates. The accuracy of detection depends on the trained Support Vector Machine (SVM) model used, and therefore, accuracy hinges on the type of training data and test images used. Ultimately, there is no universal model that can provide effective classification for any type of image.
author2 Chan Chee Keong
author_facet Chan Chee Keong
Wuan, Neng Jie
format Final Year Project
author Wuan, Neng Jie
author_sort Wuan, Neng Jie
title Development of a system to detect hidden information in a document using steganography software
title_short Development of a system to detect hidden information in a document using steganography software
title_full Development of a system to detect hidden information in a document using steganography software
title_fullStr Development of a system to detect hidden information in a document using steganography software
title_full_unstemmed Development of a system to detect hidden information in a document using steganography software
title_sort development of a system to detect hidden information in a document using steganography software
publishDate 2018
url http://hdl.handle.net/10356/74564
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