Digital Image Processing, 4e
The fourth edition of, which celebrates the book’s 40th anniversary, continues its cutting-edgefocus on contemporary developments in all mainstream areas of image processing. It focuses on material that is fundamental and has a broad scope of application.
Features:
- Coverage of graph cuts and their application to segmentation.
- A discussion of super pixels and their use in region segmentation.
- 425 New images, 135 New drawings, 220 New exercises and 120 Matlab projects.
- Two New chapters: a. A chapter dealing with active contours for image segmentation, including snakes and level sets. b. A chapter that brings together wavelets, several New transforms and many of the image transforms that were scattered throughout the book.
- A complete update of the image pattern recognition chapter to incorporate New material on deep neural networks, backpropagation, deep learning and especially, deep convolutional neural networks.
- Coverage of feature extraction, including the Scale Invariant Feature Transform (SIFT, maximally stable extremal regions (MSERs) and corner detection.
- Coverage of the fundamentals of spatial filtering, image transforms and finite differences with a focus on edge detection.
Table of Contents
- Chapter 1 Introduction
- Chapter 2 Digital Image Fundamentals
- Chapter 3 Intensity Transformations and Spatial Filtering
- Chapter 4 Filtering in the Frequency Domain
- Chapter 5 Image Restoration and Reconstruction
- Chapter 6 Wavelet and Other Image Transforms
- Chapter 7 Colour Image Processing
- Chapter 8 Image Compression and Watermarking
- Chapter 9 Morphological Image Processing
- Chapter 10 Image Segmentation I: Edge Detection
- Chapter 11 Image Segmentation II: Active Contours: Snakes and Level Sets
- Chapter 12 Feature Extraction
- Chapter 13 Image Pattern Classification.
| Book | |
|---|---|
| Author | Gonzalez |
| Pages | 1026 |
| Year | 2018 |
| ISBN | 9789353062989 |
| Publisher | Pearson |
| Language | English |
| Uncategorized | |
| Edition | 4/e |
| Weight | 1.41 kg |
| Dimensions | 20.3 x 25.4 x 4.7 cm |
| Binding | Paperback |