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


Download Now Read Online

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

Machine Learning In Image Steganalysis


Download Now Read Online

Author by : Hans Georg Schaathun
Languange Used : en
Release Date : 2012-10-04
Publisher by : John Wiley & Sons

"The only book to look at steganalysis from the perspective of machine learning theory, and to apply the commo

Machine Learning In Image Steganalysis


Download Now Read Online

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

An Investigation Into Machine Learning For Image Steganalysis


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Author by : Manmeet Singh Bawa
Languange Used : en
Release Date : 2008
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Steganography In Digital Media


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Author by : Jessica Fridrich
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

Advances In Neural Networks Isnn 2016


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Author by : Long Cheng
Languange Used : en
Release Date : 2016-07-01
Publisher by : Springer

This book constitutes the refereed proceedings of the 13th International Symposium on Neural Networks, ISNN 20

Machine Learning Techniques For Gait Biometric Recognition


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Author by : James Eric Mason
Languange Used : en
Release Date : 2016-02-04
Publisher by : Springer

This book focuses on how machine learning techniques can be used to analyze and make use of one particular cat

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