Image analysis, classification and change detection in remote sensing : with algorithms for Python /
"This fourth edition is focused on the development and implementation of statistically motivated, data-driven techniques through a tight interweaving of statistical and machine learning theory with algorithms and computer codes. The material is self-contained and illustrated with many programmi...
Main Author: | |
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Format: | Book |
Language: | English |
Published: |
Boca Raton, FL :
CRC Press, Taylor & Francis Group,
[2019]
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Edition: | Fourth edition |
Subjects: |
Summary: | "This fourth edition is focused on the development and implementation of statistically motivated, data-driven techniques through a tight interweaving of statistical and machine learning theory with algorithms and computer codes. The material is self-contained and illustrated with many programming examples. New in the fourth edition is an in-depth treatment of a recent Wishart distribution-based sequential change detection algorithm for polarimetric SAR image time series, as well as an introduction to deep learning in the context of supervised land-use classification. It includes Python (open source) versions of all of the main image analysis algorithms making it accessible to all readers"-- |
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Physical Description: | xxi, 509 pages : illustrations (some color, color maps ; 25 cm |
Bibliography: | Includes bibliographical references and index |
ISBN: | 1138613223 9781138613225 |