Fundamentals of Image Data Mining: Analysis, Features, Classification and Retrieval

By Dengsheng Zhang

Book Overview

Part I: Preliminaries

Fourier Transform

Windowed Fourier Transform

Wavelet Transform

Part II: Image Representation and Feature Extraction

Color Feature Extraction

Texture Feature Extraction

Shape Representation

Part III: Image Classification and Annotation

Bayesian Classification

Support Vector Machines

Artificial Neural Networks

Image Annotation with Decision Trees

Part IV: Image Retrieval and Presentation

Image Indexing

Image Ranking

Image Presentation

Appendix: Deriving the Conditional Probability of a Gaussian Process

• Format: Paperback
• Language: English
• ISBN: 3030179915
• ISBN13: 9783030179915
• Release Date: August 2020
• Publisher: Springer
• Length: 314 Pages
• Weight: 1.07 lbs.
• Dimensions: 0.7" x 6.1" x 9.3"