Research Catalog

Title

Fuzzy machine learning algorithms for remote sensing image classification / Anil Kumar, Priyadarshi Upadhyay, A. Senthil Kumar.

Author

Kumar, Anil (Engineer)

Publication

• Boca Raton, FL : CRC Press/Taylor & Francis Group, 2020.
• ©2020

Items in the Library & Off-site

Details

Additional Authors

• Upadhyay, Priyadarshi
• Kumar, A. Senthil

Description

xxv, 192 pages : illustrations; 25 cm

Summary

"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 based learning methods including applications for preparing land cover classification outputs from actual satellite data. It provides details about the temporal indices database using proposed class-based sensor independent approach supported by practical examples. Fuzzy based algorithms with machine learning algorithms to prepare land cover maps is discussed. Accuracy assessment for soft classification outputs are included and all algorithms are supported by in-house developed tool as Sub-pixel Multi-spectral Image Classifier"--

Subject

• Remote-sensing images > Classification
• Remote-sensing images > Data processing
• Machine learning
• Fuzzy algorithms

Genre/Form

• Informational works.
• Illustrated works.

Bibliography (note)

• Includes bibliographical references and index.

Contents

Machine learning -- Ground truth data for remote sensing image classification -- Fuzzy classifiers -- Learning based classifiers -- Hybrid fuzzy classifiers -- Fuzzy classifiers for temporal data processing -- Assessment of accuracy for soft classification.

Call Number

JFE 21-1030

ISBN

• 9780367355715
• 036735571X
• 9780367355746
• 0367355744
• 9780429340369 (canceled/invalid)
• 9781000091540 (canceled/invalid)
• 9781000091526 (canceled/invalid)
• 9781000091533 (canceled/invalid)

LCCN

2020019410

OCLC

1142359265

Author

Kumar, Anil (Engineer), author.

Title

Fuzzy machine learning algorithms for remote sensing image classification / Anil Kumar, Priyadarshi Upadhyay, A. Senthil Kumar.

Publisher

Boca Raton, FL : CRC Press/Taylor & Francis Group, 2020.

Copyright Date

©2020

Edition

First edition.

Type of Content

text

still image

Type of Medium

unmediated

Type of Carrier

volume

Bibliography

Includes bibliographical references and index.

Added Author

Upadhyay, Priyadarshi, author.

Kumar, A. Senthil, author.

Other Form:

Online version: Kumar, Anil. Fuzzy machine learning algorithms for remote sensing image classification. First edition Boca Raton : CRC Press, 2020 9780429340369 (DLC) 2020019411

Research Call Number

JFE 21-1030