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Image analysis, classification and change detection in remote sensing : with algorithms for python

By: Canty, Morton John.
Publisher: Boca Raton CRC Press 2019Edition: 4th ed.Description: xxi, 509 p. ill (some col.) 24 cm.ISBN: 9781138613225.Subject(s): Remote sensing | Image analysis | Python ProgrammingDDC classification: 621.3670285 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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Includes bibliographical references and index.

"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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