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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.
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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:xi, 509 p. : 24 cm .
Bibliography:Includes bibliographical references and index.
ISBN:9781138613225 (hardback : acidfree paper)