Multi-Class Classification for Identifying JPEG Steganography Embedding Methods

0 avg rating
( 0 ratings by Goodreads )
 
9781288311934: Multi-Class Classification for Identifying JPEG Steganography Embedding Methods
View all copies of this ISBN edition:
 
 

Over 725 steganography tools are available over the Internet, each providing a method for covert transmission of secret messages. This research presents four steganalysis advancements that result in an algorithm that identifies the steganalysis tool used to embed a secret message in a JPEG image file. The algorithm includes feature generation, feature preprocessing, multi-class classification and classifier fusion. The first contribution is a new feature generation method which is based on the decomposition of discrete cosine transform (DCT) coefficients used in the JPEG image encoder. The generated features are better suited to identifying discrepancies in each area of the decomposed DCT coefficients. Second, the classification accuracy is further improved with the development of a feature ranking technique in the preprocessing stage for the kernel Fisher's discriminant (KFD) and support vector machines (SVM) classifiers in the kernel space during the training process. Third, for the KFD and SVM two-class classifiers a classification tree is designed from the kernel space to provide a multi-class classification solution for both methods. Fourth, by analyzing a set of classifiers, signature detectors, and multi-class classification methods a classifier fusion system is developed to increase the detection accuracy of identifying the embedding method used in generating the steganography images.

"synopsis" may belong to another edition of this title.

Top Search Results from the AbeBooks Marketplace

1.

Benjamin M Rodriguez
Published by Biblioscholar, United States (2012)
ISBN 10: 1288311931 ISBN 13: 9781288311934
New Paperback Quantity Available: 10
Seller:
Book Depository hard to find
(London, United Kingdom)
Rating
[?]

Book Description Biblioscholar, United States, 2012. Paperback. Condition: New. Language: English . This book usually ship within 10-15 business days and we will endeavor to dispatch orders quicker than this where possible. Brand New Book. Over 725 steganography tools are available over the Internet, each providing a method for covert transmission of secret messages. This research presents four steganalysis advancements that result in an algorithm that identifies the steganalysis tool used to embed a secret message in a JPEG image file. The algorithm includes feature generation, feature preprocessing, multi-class classification and classifier fusion. The first contribution is a new feature generation method which is based on the decomposition of discrete cosine transform (DCT) coefficients used in the JPEG image encoder. The generated features are better suited to identifying discrepancies in each area of the decomposed DCT coefficients. Second, the classification accuracy is further improved with the development of a feature ranking technique in the preprocessing stage for the kernel Fisher s discriminant (KFD) and support vector machines (SVM) classifiers in the kernel space during the training process. Third, for the KFD and SVM two-class classifiers a classification tree is designed from the kernel space to provide a multi-class classification solution for both methods. Fourth, by analyzing a set of classifiers, signature detectors, and multi-class classification methods a classifier fusion system is developed to increase the detection accuracy of identifying the embedding method used in generating the steganography images. Seller Inventory # LIE9781288311934

More information about this seller | Contact this seller

Buy New
25.97
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

2.

Benjamin M. Rodriguez
Published by BiblioScholar (2012)
ISBN 10: 1288311931 ISBN 13: 9781288311934
New Softcover Quantity Available: 15
Print on Demand
Seller:
Rating
[?]

Book Description BiblioScholar, 2012. Condition: New. This item is printed on demand for shipment within 3 working days. Seller Inventory # LP9781288311934

More information about this seller | Contact this seller

Buy New
23.53
Convert Currency

Add to Basket

Shipping: 2.63
From Germany to U.S.A.
Destination, Rates & Speeds

3.

Benjamin M Rodriguez
Published by Biblioscholar, United States (2012)
ISBN 10: 1288311931 ISBN 13: 9781288311934
New Paperback Quantity Available: 10
Print on Demand
Seller:
The Book Depository
(London, United Kingdom)
Rating
[?]

Book Description Biblioscholar, United States, 2012. Paperback. Condition: New. Language: English . Brand New Book ***** Print on Demand *****.Over 725 steganography tools are available over the Internet, each providing a method for covert transmission of secret messages. This research presents four steganalysis advancements that result in an algorithm that identifies the steganalysis tool used to embed a secret message in a JPEG image file. The algorithm includes feature generation, feature preprocessing, multi-class classification and classifier fusion. The first contribution is a new feature generation method which is based on the decomposition of discrete cosine transform (DCT) coefficients used in the JPEG image encoder. The generated features are better suited to identifying discrepancies in each area of the decomposed DCT coefficients. Second, the classification accuracy is further improved with the development of a feature ranking technique in the preprocessing stage for the kernel Fisher s discriminant (KFD) and support vector machines (SVM) classifiers in the kernel space during the training process. Third, for the KFD and SVM two-class classifiers a classification tree is designed from the kernel space to provide a multi-class classification solution for both methods. Fourth, by analyzing a set of classifiers, signature detectors, and multi-class classification methods a classifier fusion system is developed to increase the detection accuracy of identifying the embedding method used in generating the steganography images. Seller Inventory # AAV9781288311934

More information about this seller | Contact this seller

Buy New
44.45
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

4.

Benjamin M Rodriguez
Published by Biblioscholar, United States (2012)
ISBN 10: 1288311931 ISBN 13: 9781288311934
New Paperback Quantity Available: 10
Print on Demand
Seller:
Book Depository International
(London, United Kingdom)
Rating
[?]

Book Description Biblioscholar, United States, 2012. Paperback. Condition: New. Language: English . Brand New Book ***** Print on Demand *****. Over 725 steganography tools are available over the Internet, each providing a method for covert transmission of secret messages. This research presents four steganalysis advancements that result in an algorithm that identifies the steganalysis tool used to embed a secret message in a JPEG image file. The algorithm includes feature generation, feature preprocessing, multi-class classification and classifier fusion. The first contribution is a new feature generation method which is based on the decomposition of discrete cosine transform (DCT) coefficients used in the JPEG image encoder. The generated features are better suited to identifying discrepancies in each area of the decomposed DCT coefficients. Second, the classification accuracy is further improved with the development of a feature ranking technique in the preprocessing stage for the kernel Fisher s discriminant (KFD) and support vector machines (SVM) classifiers in the kernel space during the training process. Third, for the KFD and SVM two-class classifiers a classification tree is designed from the kernel space to provide a multi-class classification solution for both methods. Fourth, by analyzing a set of classifiers, signature detectors, and multi-class classification methods a classifier fusion system is developed to increase the detection accuracy of identifying the embedding method used in generating the steganography images. Seller Inventory # AAV9781288311934

More information about this seller | Contact this seller

Buy New
45.49
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

5.

Benjamin M Rodriguez
Published by Biblioscholar (2012)
ISBN 10: 1288311931 ISBN 13: 9781288311934
New Quantity Available: > 20
Print on Demand
Seller:
Books2Anywhere
(Fairford, GLOS, United Kingdom)
Rating
[?]

Book Description Biblioscholar, 2012. PAP. Condition: New. New Book. Delivered from our UK warehouse in 4 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # IQ-9781288311934

More information about this seller | Contact this seller

Buy New
37.63
Convert Currency

Add to Basket

Shipping: 9
From United Kingdom to U.S.A.
Destination, Rates & Speeds

6.

Rodriguez, Benjamin M.
Published by BiblioScholar (2016)
ISBN 10: 1288311931 ISBN 13: 9781288311934
New Paperback Quantity Available: 1
Print on Demand
Seller:
Ria Christie Collections
(Uxbridge, United Kingdom)
Rating
[?]

Book Description BiblioScholar, 2016. Paperback. Condition: New. PRINT ON DEMAND Book; New; Publication Year 2016; Not Signed; Fast Shipping from the UK. No. book. Seller Inventory # ria9781288311934_lsuk

More information about this seller | Contact this seller

Buy New
43.92
Convert Currency

Add to Basket

Shipping: 3.86
From United Kingdom to U.S.A.
Destination, Rates & Speeds

7.

Rodriguez, Benjamin M.
Published by Biblioscholar 11/1/2012 (2012)
ISBN 10: 1288311931 ISBN 13: 9781288311934
New Paperback or Softback Quantity Available: 10
Seller:
BargainBookStores
(Grand Rapids, MI, U.S.A.)
Rating
[?]

Book Description Biblioscholar 11/1/2012, 2012. Paperback or Softback. Condition: New. Multi-Class Classification for Identifying JPEG Steganography Embedding Methods. Book. Seller Inventory # BBS-9781288311934

More information about this seller | Contact this seller

Buy New
48.18
Convert Currency

Add to Basket

Shipping: FREE
Within U.S.A.
Destination, Rates & Speeds

8.

Rodriguez, Benjamin M.
Published by Biblioscholar (2012)
ISBN 10: 1288311931 ISBN 13: 9781288311934
New Quantity Available: > 20
Print on Demand
Seller:
Pbshop
(Wood Dale, IL, U.S.A.)
Rating
[?]

Book Description Biblioscholar, 2012. PAP. Condition: New. New Book. Shipped from US within 10 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # IQ-9781288311934

More information about this seller | Contact this seller

Buy New
45.78
Convert Currency

Add to Basket

Shipping: 3.01
Within U.S.A.
Destination, Rates & Speeds

9.

Rodriguez, Benjamin M.
Published by BiblioScholar (2018)
ISBN 10: 1288311931 ISBN 13: 9781288311934
New Paperback Quantity Available: 13
Print on Demand
Seller:
Murray Media
(North Miami Beach, FL, U.S.A.)
Rating
[?]

Book Description BiblioScholar, 2018. Paperback. Condition: New. Never used! This item is printed on demand. Seller Inventory # 1288311931

More information about this seller | Contact this seller

Buy New
49.71
Convert Currency

Add to Basket

Shipping: FREE
Within U.S.A.
Destination, Rates & Speeds

10.

Benjamin M. Rodriguez
Published by BiblioScholar
ISBN 10: 1288311931 ISBN 13: 9781288311934
New Paperback Quantity Available: > 20
Seller:
BuySomeBooks
(Las Vegas, NV, U.S.A.)
Rating
[?]

Book Description BiblioScholar. Paperback. Condition: New. 194 pages. Dimensions: 9.7in. x 7.4in. x 0.4in.Over 725 steganography tools are available over the Internet, each providing a method for covert transmission of secret messages. This research presents four steganalysis advancements that result in an algorithm that identifies the steganalysis tool used to embed a secret message in a JPEG image file. The algorithm includes feature generation, feature preprocessing, multi-class classification and classifier fusion. The first contribution is a new feature generation method which is based on the decomposition of discrete cosine transform (DCT) coefficients used in the JPEG image encoder. The generated features are better suited to identifying discrepancies in each area of the decomposed DCT coefficients. Second, the classification accuracy is further improved with the development of a feature ranking technique in the preprocessing stage for the kernel Fishers discriminant (KFD) and support vector machines (SVM) classifiers in the kernel space during the training process. Third, for the KFD and SVM two-class classifiers a classification tree is designed from the kernel space to provide a multi-class classification solution for both methods. Fourth, by analyzing a set of classifiers, signature detectors, and multi-class classification methods a classifier fusion system is developed to increase the detection accuracy of identifying the embedding method used in generating the steganography images. This item ships from multiple locations. Your book may arrive from Roseburg,OR, La Vergne,TN. Paperback. Seller Inventory # 9781288311934

More information about this seller | Contact this seller

Buy New
55.90
Convert Currency

Add to Basket

Shipping: FREE
Within U.S.A.
Destination, Rates & Speeds

There are more copies of this book

View all search results for this book