"This fourth edition is focused on the development and implementation of statistically motivated, data-driven techniques through a tight interweaving of statistical and machine learning theory with algorithms and computer codes. The material is self-contained and illustrated with many programming ex
Image analysis, classification and change detection in remote sensing: with algorithms for Python
โ Scribed by Canty, Morton John
- Publisher
- CRC Press
- Year
- 2019
- Tongue
- English
- Leaves
- 532
- Edition
- Fourth edition
- Category
- Library
No coin nor oath required. For personal study only.
โฆ Table of Contents
Images, Arrays, and Matrices. Image Statistics. Transformations. Filters, Kernels and Fields. Image Enhancement and Correction. Supervised Classification Part 1. Supervised Classification Part 2. Unsupervised Classification. Change Detection. Mathematical Tools. Efficient Neural Network Training Algorithms. Software
โฆ Subjects
Image analysis--Data processing;Image analysis--Mathematics;Python (Computer program language);Python (Langage de programmation);Remote sensing--Mathematics;Image analysis -- Data processing;Image analysis -- Mathematics;Remote sensing -- Mathematics
๐ SIMILAR VOLUMES
Cover; Half Title; Title Page; Copyright Page; Table of Contents; Preface to the First Edition; Preface to the Second Edition; Preface to the Third Edition; Preface to the Fourth Edition; Author Biography; 1: Images, Arrays, and Matrices; 1.1 Multispectral satellite images; 1.2 Synthetic aperture ra
Images, Arrays, and MatricesMultispectral Satellite ImagesAlgebra of Vectors and MatricesEigenvalues and Eigenvectors Singular Value DecompositionVector Derivatives Finding Minima and Maxima Image Statistics Random VariablesRandom Vectors Parameter EstimationHypothesis Testing and Sample Distributio
<p>This book covers the state-of-art image classification methods for discrimination of earth objects from remote sensing satellite data with an emphasis on fuzzy machine learning and deep learning algorithms. Both types of algorithms are described in such details that these can be implemented direc