Feature Extraction And Image Processing for Computer Vision 3rd Edition by Mark Nixon, Alberto Aguado 9780123978240 0123978246

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Product details:

ISBN 10: 0123978246

ISBN 13: 9780123978240

Author: Mark Nixon; Alberto S Aguado

This book is an essential guide to the implementation of image processing and computer vision techniques, with tutorial introductions and sample code in Matlab. Algorithms are presented and fully explained to enable complete understanding of the methods and techniques demonstrated. As one reviewer noted, “The main strength of the proposed book is the exemplar code of the algorithms.”

Fully updated with the latest developments in feature extraction, including expanded tutorials and new techniques, this new edition contains extensive new material on Haar wavelets, Viola-Jones, bilateral filtering, SURF, PCA-SIFT, moving object detection and tracking, development of symmetry operators, LBP texture analysis, Adaboost, and a new appendix on color models. Coverage of distance measures, feature detectors, wavelets, level sets and texture tutorials has been extended.

• Named a 2012 Notable Computer Book for Computing Methodologies by Computing Reviews
• Essential reading for engineers and students working in this cutting-edge field
• Ideal module text and background reference for courses in image processing and computer vision
• The only currently available text to concentrate on feature extraction with working implementation and worked through derivation

Table of contents:

Chapter 1: Introduction

Chapter 2: Images, Sampling, and Frequency Domain Processing

Chapter 3: Basic Image Processing Operations

Chapter 4: Low-Level Feature Extraction (Including Edge Detection)

Chapter 5: High-Level Feature Extraction: Fixed Shape Matching

Chapter 6: High-Level Feature Extraction: Deformable Shape Analysis

Chapter 7: Object Description

Chapter 8: Introduction to Texture Description, Segmentation, and Classification

Chapter 9: Moving Object Detection and Description

Chapter 10: Appendix 1: Camera Geometry Fundamentals

Chapter 11: Appendix 2: Least Squares Analysis

Chapter 12: Appendix 3: Principal Components Analysis

Chapter 13: Appendix 4: Color Images

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Tags: Mark Nixon, Alberto Aguado, Feature, Extraction