Understanding Digital Image Processing: 1st Edition (Hardback) book cover

Understanding Digital Image Processing

1st Edition

By Vipin Tyagi

CRC Press

368 pages | 10 Color Illus. | 112 B/W Illus.

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Hardback: 9781138566842
pub: 2018-09-24
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Description

This book introduces the fundamental concepts of modern digital image processing. It aims to help the students, scientists, and practitioners to understand the concepts through clear explanations, illustrations and examples. The discussion of the general concepts is supplemented with examples from applications and ready-to-use implementations of concepts in MATLAB®. Program code of some important concepts in programming language 'C' is provided.

To explain the concepts, MATLAB® functions are used throughout the book. MATLAB® Version 9.3 (R2017b), Image Acquisition Toolbox Version 5.3 (R2017b), Image Processing Toolbox, Version 10.1 (R2017b) have been used to create the book material.

Meant for students and practicing engineers, this book provides a clear, comprehensive and up-to-date introduction to Digital Image Processing in a pragmatic manner.

Table of Contents

Table of Contents

Introduction to Digital Image Processing

Introduction

Typical Image Processing Operations

History of Digital Image Processing

Human Visual System

Classification of Digital images

Digital Image File Types

Components of an Image Processing system

Applications of Digital Image Processing

Summary

 

Digital Image representation

Digital Image

Sampling and Quantization

Color models

Basic Relationships between pixels

Adjacency

Digital Path

Connected set

Summary

 

Mathematical Tools for Image Processing

Introduction

Distance Function

Convexity Property

Topological Properties

Interpolation

Circularly symmetric signals

Statistics

Transforms

Wavelet Transform

Discrete Cosine Transform

Walsh Transform

Matrix Operations

Set Theory

Summary

 

Image Enhancement in Spatial Domain

Introduction

Point Processing

Mask Processing

Smoothing Filters

Sharpening Filters

Bit-plane slicing

Arithmetic operations

Logical Operations

Geometric Operations

Image padding

Histogram and Histogram processing

Summary

 

 

 

Image Processing in Frequency Domain

Introduction

Low-Pass Filtering in Frequency Domain

High-Pass Filtering

High-Frequency Emphasis Filter

Summary

 

Image Denoising

Introduction

Image Noise Types

Image Denoising

Performance Evaluation of Denoising Techniques

Summary

 

Image Segmentation

Introduction

Techniques of Image Segmentation

Discontinuity-based Image Segmentation Techniques

Thresholding-based image segmentation

Region-based image segmentation

Watershed-based image segmentation

Summary

 

Mathematical Morphology

Introduction

Morphological Operations

Summary

 

Image Understanding

Introduction

Contour-based shape representation and description

Boundary Segments Description

Object Recognition

Summary

 

Image Compression

Introduction

History of compression technologies

Image File types

Compression quality measures

Image Redundancy

Fundamental Building Blocks of Image Compression

Image compression model

Image compression standards

Summary

 

 

Image Retrieval

Introduction

Text Based Image Retrieval System

Content based image retrieval systems

Image pre-processing

Feature Extraction

Feature selection

Similarity measure and performance evaluation

Summary

 

Digital Image Forgery

Introduction

History of image forgery

Image forgery detection techniques

Summary

Appendix A

Appendix B

Appendix C

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

About the Author

Vipin Tyagi, Fellow-IETE, is currently working as Professor in Computer Science and Engineering and Head- Faculty of Mathematical Sciences at the Jaypee University of Engineering and Technology, Guna, Madhya Pradesh, India. He is the Vice President of the Computer Society of India (CSI) of Region 3 and is also associated with the CSI Special Interest Group on Cyber Forensics. He was President of the Engineering Sciences Section of the Indian Science Congress Association (ISCA) for the term 2010–11. He has published several books and a number of papers in various prominent journals and advanced research series, and is a recognized expert in the areas of image processing, cyber security and cyber forensics. He can be reached at dr.vipin.tyagi@gmail.com.

Subject Categories

BISAC Subject Codes/Headings:
TEC007000
TECHNOLOGY & ENGINEERING / Electrical
TEC008000
TECHNOLOGY & ENGINEERING / Electronics / General
TEC015000
TECHNOLOGY & ENGINEERING / Imaging Systems