Research Catalog

Title

Deep learning for remote sensing images with open source software / Rémi Cresson.

Author

Cresson, Rémi

Publication

Boca Raton, FL : CRC Press, [2020]

Items in the Library & Off-site

Details

Description

xi 151 pages : color illustrations, color maps; 25 cm.

Summary

"In today's world, deep learning source codes and a plethora of open access geospatial images are available, but readers are missing the educational tools. This is the first practical book to introduce deep learning techniques using free open source tools for processing real world remote sensing images. The approaches are generic and adapted to suit many applications for various remote sensing images processing in landcover mapping, forestry, urban, in disaster mapping, image restoration, etc. Written with practitioners and students in mind, this book helps readers link together the theory and practical use of existing tools and data to create their own remote sensing data processing"--

Series Statement

Signal and image processing of Earth observations series

Uniform Title

Signal and image processing of Earth observations series.

Subject

• Remote sensing > Data processing
• Remote-sensing images
• Image processing > Digital techniques
• Machine learning
• Neural networks (Computer science)
• Open source software

Genre/Form

• Instructional and educational works.
• Informational works.

Bibliography (note)

• Includes bibliographical references and index.

Contents

Deep learning background -- Software -- Data used : the Tokyo dataset -- A simple convolutional neural network -- Fully convolutional neural network -- Classifiers on deep features -- Dealing with multiple sources -- Semantic segmentation of optical imagery -- Data used : the Amsterdam dataset -- Mapping buildings -- Gap filling of optical images : principle -- The Marmande dataset -- Pre-processing -- Model training -- Inference.

Call Number

JFE 21-1960

ISBN

• 9780367858483
• 0367858487
• 9781003020851 (canceled/invalid)
• 9781000093612 (canceled/invalid)
• 9781000093599 (canceled/invalid)
• 9781000093605 (canceled/invalid)

LCCN

2020015982

OCLC

1144121325

Author

Cresson, Rémi, author.

Title

Deep learning for remote sensing images with open source software / Rémi Cresson.

Publisher

Boca Raton, FL : CRC Press, [2020]

Type of Content

text

still image

cartographic image

Type of Medium

unmediated

Type of Carrier

volume

Series

Signal and image processing of Earth observations series

Signal and image processing of Earth observations series.

Bibliography

Includes bibliographical references and index.

Local Note

AUTH: UNIVERSITY OF MONTPELLIER, FRANCE.

Other Form:

Online version: Cresson, Rémi. Deep learning for remote sensing images with open source software. First edition. Boca Raton, FL : CRC Press, 2020 9781003020851 (DLC) 2020015983

Research Call Number

JFE 21-1960