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...

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Bibliographic Details
Main Author: Canty, Morton John (Author)
Format: Book
Language:English
Published: Boca Raton, FL : CRC Press, Taylor & Francis Group, [2019]
Edition:Fourth edition
Subjects:
Description
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"--
Physical Description:xxi, 509 pages : illustrations (some color, color maps ; 25 cm
Bibliography:Includes bibliographical references and index
ISBN:1138613223
9781138613225