462 Pages 150 B/W Illustrations
by Chapman & Hall

Image processing and machine learning are used in conjunction to analyze and understand images. Where image processing is used to pre-process images using techniques such as filtering, segmentation and feature extraction, machine learning learning algorithms are used to interpret the processed data through classification, clustering and object detection. This book serves as a textbook for... Read more

Contents

 Book I

Preface Volume 1

 

Chapter 1 Pixel Operations

 

Chapter 2 Spatial Filtering

 

Chapter 3 Edge Detection

 

Chapter 4 Segmentation and Processing of Binary Images

 

Chapter 5 Corner Detection

 

Chapter 6 Line Detection

Book II

Preface Volume II


Chapter 1 Morphological Operations

 

Chapter 2 Color Images

 

Chapter 3 Geometric Operations in Images

 

Chapter 4 Comparison and Recognition of Images

 

Chapter 5 Mean Shift Algorithm for Segmentation


Chapter 6 Singular Value Decomposition (SVD) in Image Processing

Biography

Erik Cuevas and Alma Nayeli Rodríguez, Guadalajara, Jalisco, Mexico.