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Image analysis, classification and change detection in remote sensing : with algorithms for Python / by Morton J. Canty.

By: Material type: TextTextPublisher: Boca Raton, FL : CRC Press/Taylor & Francis Group, 2019Edition: Fourth editionDescription: xi, 509 p. : 24 cmContent type:
  • text
Media type:
  • unmediated
Carrier type:
  • volume
ISBN:
  • 9781138613225 (hardback : acidfree paper)
Subject(s): DDC classification:
  • 621.3670285 23
LOC classification:
  • G70.4 .C36 2019
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"-- Provided by publisher.
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Books Books Matheson Library Main Collection Main Collection 621. 3670285 C234 (Browse shelf(Opens below)) Available 162561
2 Hour Special Reserve 2 Hour Special Reserve Matheson Library Special Reserve - 2 Hours Use items Special Reserve SR 621. 3670285 C234 (Browse shelf(Opens below)) Available 162562
2 Hour Special Reserve 2 Hour Special Reserve Matheson Library Special Reserve - 2 Hours Use items Special Reserve SR 621. 3670285 C234 (Browse shelf(Opens below)) Available 162563
Books Books Matheson Library Main Collection Main Collection 621. 3670285 C234 (Browse shelf(Opens below)) Available 162564
2 Hour Special Reserve 2 Hour Special Reserve Matheson Library Special Reserve - 2 Hours Use items Special Reserve SR 621. 3670285 C234 (Browse shelf(Opens below)) Available 162565
2 Hour Special Reserve 2 Hour Special Reserve Matheson Library Special Reserve - 2 Hours Use items Special Reserve SR 621. 3670285 C234 (Browse shelf(Opens below)) Available 162566
Books Books Matheson Library Main Collection Main Collection 621. 3670285 C234 (Browse shelf(Opens below)) Available 162567
Books Books Matheson Library Main Collection Main Collection 621. 3670285 C234 (Browse shelf(Opens below)) Available 162568
Books Books Matheson Library Main Collection Main Collection 621. 3670285 C234 (Browse shelf(Opens below)) Available 162569
2 Hour Special Reserve 2 Hour Special Reserve Matheson Library Special Reserve - 2 Hours Use items Special Reserve SR 621. 3670285 C234 (Browse shelf(Opens below)) Available 162560

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"-- Provided by publisher.

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