Recently Viewed

New

Building Feature Extraction with Machine Learning: Geospatial Applications Bharath.H. Aithal 9781032263830

No reviews yet Write a Review
RRP: $96.58
Booksplease Price: $86.27
Booksplease saves you 11%

  Bookmarks: Included free with every order
  Delivery: We ship to over 200 countries from the UK
  Range: Millions of books available
  Reviews: Booksplease rated "Excellent" on Trustpilot

  FREE UK DELIVERY: When You Buy 3 or More Books - Use code: FREEUKDELIVERY in your cart!

SKU:
9781032263830
MPN:
9781032263830
Available from Booksplease!
Global delivery available
Global delivery available
Global delivery available
Global delivery available
Global delivery available
Availability: Usually dispatched within 5 working days

Frequently Bought Together:

Total: Inc. VAT
Total: Ex. VAT

Description

Big geospatial datasets created by large infrastructure projects require massive computing resources to process. Feature extraction is a process used to reduce the initial set of raw data for manageable image processing, and machine learning (ML) is the science that supports it. This book focuses on feature extraction methods for optical geospatial data using ML. It is a practical guide for professionals and graduate students who are starting a career in information extraction. It explains spatial feature extraction in an easy-to-understand way and includes real case studies on how to collect height values for spatial features, how to develop 3D models in a map context, and others.

Features

  • Provides the basics of feature extraction methods and applications along with the fundamentals of machine learning
  • Discusses in detail the application of machine learning techniques in geospatial building feature extraction
  • Explains the methods for estimating object height from optical satellite remote sensing images using Python
  • Includes case studies that demonstrate the use of machine learning models for building footprint extraction and photogrammetric methods for height assessment
  • Highlights the potential of machine learning and geospatial technology for future project developments

This book will be of interest to professionals, researchers, and graduate students in geoscience and earth observation, machine learning and data science, civil engineers, and urban planners.



Book Information
ISBN 9781032263830
Author Bharath.H. Aithal
Format Paperback
Page Count 128
Imprint CRC Press
Publisher Taylor & Francis Ltd

Reviews

No reviews yet Write a Review

Booksplease  Reviews