Image Analysis, Classification and Change Detection in Remote Sensing: With Algorithms for Python, Fourth Edition 4th Edition


Image Analysis, Classification and Change Detection in Remote Sensing: With Algorithms for Python, Fourth Edition 4th Edition
Author: Morton John Canty(Author)
Publisher Finelybook 出版社: CRC Press; 4th edition (March 20, 2019)
Language 语言: English
pages 页数: 530 pages
ISBN-10 书号: 1138613223
ISBN-13 书号: 9781138613225


Book Description
Available at a lower price from other sellers that may not offer free Prime shipping.
Image Analysis, Classification and Change Detection in Remote Sensing: With Algorithms for Python, Fourth Edition, is focused on the development and implementation of statistically motivated, data-driven techniques for digital image analysis of remotely sensed imagery and it features a tight interweaving of statistical and machine learning theory of algorithms with computer codes. It develops statistical methods for the analysis of optical/infrared and synthetic aperture radar (SAR) imagery, including wavelet transformations, kernel methods for nonlinear classification, as well as an introduction to deep learning in the context of feed forward neural networks.
New in the Fourth Edition:
An in-depth treatment of a recent sequential change detection algorithm for polarimetric SAR image time series.
The accompanying software consists of Python (open source) versions of all of the main image analysis algorithms.
Presents easy, platform-independent software installation methods (Docker containerization).
Utilizes freely accessible imagery via the google Earth Engine and provides many examples of cloud programming (google Earth Engine API).
Examines deep learning examples including TensorFlow and a sound introduction to neural networks,
Based on the success and the reputation of the previous editions and compared to other textbooks in the market, Professor Canty’s fourth edition differs in the depth and sophistication of the material treated as well as in its consistent use of computer codes to illustrate the methods and algorithms discussed. It is self-contained and illustrated with many programming examples, all of which can be conveniently run in a web browser. Each chapter concludes with exercises complementing or extending the material in the text.

下载地址 Download
打赏
未经允许不得转载:finelybook » Image Analysis, Classification and Change Detection in Remote Sensing: With Algorithms for Python, Fourth Edition 4th Edition

相关推荐

  • 暂无文章

评论 抢沙发

  • 昵称 (必填)
  • 邮箱 (必填)
  • 网址

觉得文章有用就打赏一下

您的打赏,我们将继续给力更多优质内容

支付宝扫一扫打赏

微信扫一扫打赏