Fuzzy Image Processing and Applications with MATLAB / Edition 1

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Overview

In contrast to classical image analysis methods that employ "crisp" mathematics, fuzzy set techniques provide an elegant foundation and a set of rich methodologies for diverse image-processing tasks. However, a solid understanding of fuzzy processing requires a firm grasp of essential principles and background knowledge.

Fuzzy Image Processing and Applications with MATLAB® presents the integral science and essential mathematics behind this exciting and dynamic branch of image processing, which is becoming increasingly important to applications in areas such as remote sensing, medical imaging, and video surveillance, to name a few.

Many texts cover the use of crisp sets, but this book stands apart by exploring the explosion of interest and significant growth in fuzzy set image processing. The distinguished authors clearly lay out theoretical concepts and applications of fuzzy set theory and their impact on areas such as enhancement, segmentation, filtering, edge detection, content-based image retrieval, pattern recognition, and clustering. They describe all components of fuzzy, detailing preprocessing, threshold detection, and match-based segmentation.

Minimize Processing Errors Using Dynamic Fuzzy Set Theory

This book serves as a primer on MATLAB and demonstrates how to implement it in fuzzy image processing methods. It illustrates how the code can be used to improve calculations that help prevent or deal with imprecision—whether it is in the grey level of the image, geometry of an object, definition of an object’s edges or boundaries, or in knowledge representation, object recognition, or image interpretation.

The text addresses these considerations by applying fuzzy set theory to image thresholding, segmentation, edge detection, enhancement, clustering, color retrieval, clustering in pattern recognition, and other image processing operations. Highlighting key ideas, the authors present the experimental results of their own new fuzzy approaches and those suggested by different authors, offering data and insights that will be useful to teachers, scientists, and engineers, among others.

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Product Details

  • ISBN-13: 9781439807088
  • Publisher: CRC Press
  • Publication date: 11/9/2009
  • Edition number: 1
  • Pages: 237
  • Product dimensions: 6.30 (w) x 9.30 (h) x 0.70 (d)

Meet the Author

Tamalika Chaira received her bachelor’s degree in electronics and communication from Bihar Institute of Technology, Sindri, India; her master’s degree in electronics and communication from BE College, Shibpur; and her Ph.D in image processing from the Indian Institute of Technology, Kharagpur, India, in 1993, 2000, and 2003, respectively. Her research interests include image processing, fuzzy logic, intuitionistic fuzzy logic, and medical information processing. She has the following achievements to her credit: 1 Intel U.S. patent, 10 papers in international journals, several book chapters, and several papers in international conferences. She is listed in the International Biographic Centre, Cambridge, United Kingdom, and Marquis Who’s Who in Science and Engineering, United States. She is a reviewer of several IEEE journals. She is also a member of Soft Computing in Image Processing. Currently, she is a young scientist in the Department of Science and Technology working at the Centre for Biomedical Engineering, Indian Institute of Technology, Delhi, India.

Professor Ajoy Kumar Ray is currently the vice-chancellor of Bengal Engineering and Science University, Howrah, India. He received his BE in electronics and telecommunication engineering from Bengal Engineering College, Sibpur, India, and his MTech and Ph.D from the Indian Institute of Technology (IIT), Kharagpur, India. Prior to this, he was the head of the School of Medical Science and Technology and a professor of electronics and electrical communication engineering at IIT Kharagpur. Professor Ray has successfully completed 17 research projects as principal investigator, sponsored by Intel Corporation, Texas Instruments, in addition to those funded by agencies such as Defense Research and Development Organization (DRDO), Department of Science and Technology (DST), the Department of Atomic Energy, and the Department of Information Technology, India. He was at the University of Southampton during 1989-1990 and was the head of the research division at Avisere, Inc., United States, during 2004-2005. He has coauthored four books published by international publishing houses. He is the coinventor of six U.S. patents filed jointly with Intel Corporation, as well as three patents filed jointly with Texas Instruments. He has coauthored more than 90 research papers in international journals and conferences. As secretary and chairman of the Nehru Museum of Science and Technology, Professor Ray has conceptualized and created several galleries on science and technology. His research interests include image processing, machine intelligence, soft computing, and molecular imaging in disease detection.

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Table of Contents

Fuzzy Subsets and Operations

Concept of Fuzzy Subsets and Membership Function

Linguistic Hedges

Operations on Fuzzy Sets

Fuzzy Relations

Image Processing in an Imprecise Environment

Image as a Fuzzy Set

Fuzzy Image Processing

Some Applications of Fuzzy Set Theory in Image Processing

Fuzzy Similarity Measure, Measure of Fuzziness, and Entropy

Fuzzy Similarity and Distance Measures

Examples of Similarity Measures

Measures of Fuzziness

Fuzzy Entropy

Geometry of Fuzzy Subsets

Fuzzy Image Preprocessing

Contrast Enhancement

Fuzzy Image Contrast Enhancement

Filters

Fuzzy Filters

Thresholding Detection in Fuzzy Images

Threshold Detection Methods

Types of Thresholding

Thresholding Methods

Types of Fuzzy Methods

Application of Thresholding

Fuzzy Match-Based Region Extraction

Match-Based Region Extraction

Back Projection Algorithm

Fuzzy Region Extraction Methods

Fuzzy Edge Detection

Methods for Edge Detection

Fuzzy Methods

Fuzzy Content-Based Image Retrieval

Color Spaces

Content-Based Color Image Retrieval

An Image Retrieval Model

Fuzzy-Based Image Retrieval Methods

Fuzzy Methods in Pattern Classification

Decision Theoretic Pattern Classification Techniques

Why a Fuzzy Classifier

Fuzzy Set Theoretic Approach to Pattern Classification

Fuzzy Supervised Learning Algorithm

Fuzzy Partition

Fuzzy Unsupervised Pattern Classification

Application of Fuzzy Set Theory in Remote Sensing

Why Fuzzy Techniques in Remote Sensing

About the Remotely Sensed Data

Classification of Remotely Sensed Data

Fuzzy Sets in Remote Sensing Data Analysis

Background Work in Neuro Fuzzy Computing in Remote Sensing

Background Work on Fuzzy Sets in Remote Sensing

Segmentation of Remote Sensing Images

Fuzzy Multilayer Perceptron

Fuzzy Counter-Propagation Network (CPN)

Fuzzy CPN for Classification of Remotely Sensed Data

MATLAB Programs

MATLAB Examples

Problems

Index

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