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Soft computing for image and multimedia data processing / Siddhartha Bhattacharyya and Ujjwal Maulik.

By: Contributor(s): Material type: TextTextPublication details: Berlin : Springer-Verlag, 2013.Description: xv, 267 p. : illustrations (some color) ; 24 cmISBN:
  • 9783642402548 (hard cover : alk. paper)
Subject(s): DDC classification:
  • 006.3 23 B575
Contents:
1. Introduction-- 2. Transformation Invariant Image Recognition Using Multilayer Perceptron -- 3. Energy-Efficient Intelligent Lighting Control Using a Multilayer Perceptron -- 4. Target Tracking Using Fuzzy Hostility Induced Segmentation of Optical Flow Field -- 5. Binary Object Extraction by Bidirectional Self-Organizing Neural Network Architecture -- 6. Multilevel Object Extraction by BDSONN Architecture -- 7. Color Object Extraction by Parallel BDSONN Architecture -- 8. Gray Scale Image Edge Detection Using Rough Sets-- References-- Index.
Summary: This book is dedicated to object extraction, image segmentation, and edge detection using soft computing techniques with extensive real-life application to image and multimedia data. The authors start with a comprehensive tutorial on the basics of brain structure and learning, and then the key soft computing techniques, including evolutionary computation, neural networks, fuzzy sets and fuzzy logic, and rough sets. They then present seven chapters that detail the application of representative techniques to complex image processing tasks such as image recognition, lighting control, target tracking, object extraction, and edge detection. These chapters follow a structured approach with detailed explanations of the problems, solutions, results, and conclusions. This is both a standalone textbook for graduates in computer science, electrical engineering, system science, and information technology, and a reference for researchers and engineers engaged with pattern recognition, image processing, and soft computing.
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Holdings
Item type Current library Call number Status Date due Barcode Item holds
Books ISI Library, Kolkata 006.3 B575 (Browse shelf(Opens below)) Available 136197
Total holds: 0

Includes bibliographical references and index.

1. Introduction--
2. Transformation Invariant Image Recognition Using Multilayer Perceptron --
3. Energy-Efficient Intelligent Lighting Control Using a Multilayer Perceptron --
4. Target Tracking Using Fuzzy Hostility Induced Segmentation of Optical Flow Field --
5. Binary Object Extraction by Bidirectional Self-Organizing Neural Network Architecture --
6. Multilevel Object Extraction by BDSONN Architecture --
7. Color Object Extraction by Parallel BDSONN Architecture --
8. Gray Scale Image Edge Detection Using Rough Sets--
References--
Index.

This book is dedicated to object extraction, image segmentation, and edge detection using soft computing techniques with extensive real-life application to image and multimedia data. The authors start with a comprehensive tutorial on the basics of brain structure and learning, and then the key soft computing techniques, including evolutionary computation, neural networks, fuzzy sets and fuzzy logic, and rough sets. They then present seven chapters that detail the application of representative techniques to complex image processing tasks such as image recognition, lighting control, target tracking, object extraction, and edge detection. These chapters follow a structured approach with detailed explanations of the problems, solutions, results, and conclusions. This is both a standalone textbook for graduates in computer science, electrical engineering, system science, and information technology, and a reference for researchers and engineers engaged with pattern recognition, image processing, and soft computing.

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