GeoAI for Earth Observation Imagery
eBook - ePub

GeoAI for Earth Observation Imagery

Fundamentals and Practical Applications

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

GeoAI for Earth Observation Imagery

Fundamentals and Practical Applications

About this book

GeoAI for Earth Observation Imagery: Fundamentals and Practical Applications comprehensively covers methodologies of AI and Machine Learning applications of image processing for Earth Observation (EO) Imagery. As traditional image processing methods face challenges with handling vast volumes of EO imagery, leading to efficiencies and limitations when extracting meaningful insights, AI-driven approaches can enhance the efficiency, accuracy, and scalability of image processing. Chapters cover essential methodologies including atmospheric compensation, image enhancement techniques like deblurring and superresolution, and advanced analysis methods such as semantic segmentation and object detection.Cutting-edge approaches to computing, automating, and optimizing image processing tasks are also covered. Additionally, emerging trends in GeoAi and their implication on future research are reviewed. The book serves as an essential guide for navigating the complexities of spatial data and equips readers with knowledge to enhance their analytical capabilities. - Examines the essentials of image preprocessing, enhancement, analysis, and computing techniques tailored for EO imagery - Provides an introductory resource for implementing AI for EO image analysis - Demonstrates practical deployment of GeoML methodologies through case studies

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Information

Publisher
Elsevier
Year
2026
eBook ISBN
9780443437977

Table of contents

  1. Title of Book
  2. Chapter 1: Earth observation and GeoAI through the years: six decades of progress in image analysis
  3. Part I: Image preprocessing
  4. Part II: Image enhancement
  5. Part III: Image analysis
  6. Part IV: Computing
  7. Index

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Yes, you can access GeoAI for Earth Observation Imagery by Dalton Lunga,Ronny Hänsch in PDF and/or ePUB format, as well as other popular books in Physical Sciences & Business Intelligence. We have over 1.5 million books available in our catalogue for you to explore.