Machine Learning in Image Steganalysis

Ebook

Steganography is the art of communicating a secret message, hiding the very existence of a secret message. This is typically done by hiding the message within a non-sensitive document. Steganalysis is the art and science of detecting such hidden messages.  The task in steganalysis is to take an object (communication) and classify it as either a steganogram or a clean document. Most recent solutions apply classification algorithms from machine learning and pattern recognition, which tackle problems too complex for analytical solution by teaching computers to learn from empirical data. 

Part 1of the book is an introduction to steganalysis as part of the wider trend of multimedia forensics, as well as a practical tutorial on machine learning in this context. Part 2 is a survey of a wide range of feature vectors proposed for steganalysis with performance tests and comparisons. Part 3 is an in-depth study of machine learning techniques and classifier algorithms, and presents a critical assessment of the experimental methodology and applications in steganalysis.

Key features: 

  • Serves as a tutorial on the topic of steganalysis with brief introductions to much of the basic theory provided, and also presents a survey of the latest research.
  • Develops and formalises the application of machine learning in steganalysis; with much of the understanding of machine learning to be gained from this book adaptable for future study of machine learning in other applications. 
  • Contains Python programs and algorithms to allow the reader to modify and reproduce outcomes discussed in the book.
  • Includes companion software available from the author’s website.
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Machine Learning In Image Steganalysis


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Author by : Hans Georg Schaathun
Languange Used : en
Release Date : 2012-09-05
Publisher by : John Wiley & Sons

Steganography is the art of communicating a secret message, hiding the very existence of a secret message. Thi

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Languange Used : en
Release Date : 2010
Publisher by : Cambridge University Press

Understand the building blocks of covert communication in digital media and apply the techniques in practice w

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Release Date : 2010-04-22
Publisher by : Springer Science & Business Media

This is one of the very few books focused on analysis of multimedia data and newly emerging multimedia applica

Multimedia Forensics And Security


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Languange Used : en
Release Date : 2008-07-31
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As information technology is rapidly progressing, an enormous amount of media can be easily exchanged through

Information Hiding


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Author by : Stefan Katzenbeisser
Languange Used : en
Release Date : 2016-01-01
Publisher by : Artech House

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