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Image Analysis, Classification and Change Detection in Remote Sensing

- With Algorithms for Python, Fourth Edition
Af: Morton John Canty Engelsk Paperback

Image Analysis, Classification and Change Detection in Remote Sensing

- With Algorithms for Python, Fourth Edition
Af: Morton John Canty Engelsk Paperback
Tjek vores konkurrenters priser

Image Analysis, Classification and Change Detection in Remote Sensing: With Algorithms for Python, Fourth Edition, is focused on the development and implementation of statistically motivated, data-driven techniques for digital image analysis of remotely sensed imagery and it features a tight interweaving of statistical and machine learning theory of algorithms with computer codes. It develops statistical methods for the analysis of optical/infrared and synthetic aperture radar (SAR) imagery, including wavelet transformations, kernel methods for nonlinear classification, as well as an introduction to deep learning in the context of feed forward neural networks.

New in the Fourth Edition:

  • An in-depth treatment of a recent sequential change detection algorithm for polarimetric SAR image time series.

  • The accompanying software consists of Python (open source) versions of all of the main image analysis algorithms.

  • Presents easy, platform-independent software installation methods (Docker containerization).

  • Utilizes freely accessible imagery via the Google Earth Engine and provides many examples of cloud programming (Google Earth Engine API).

    • Examines deep learning examples including TensorFlow and a sound introduction to neural networks,

    • Based on the success and the reputation of the previous editions and compared to other textbooks in the market, Professor Canty’s fourth edition differs in the depth and sophistication of the material treated as well as in its consistent use of computer codes to illustrate the methods and algorithms discussed. It is self-contained and illustrated with many programming examples, all of which can be conveniently run in a web browser. Each chapter concludes with exercises complementing or extending the material in the text.

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    Tjek vores konkurrenters priser
    Normalpris
    kr 497
    Fragt: 39 kr
    6 - 8 hverdage
    20 kr
    Pakkegebyr
    God 4 anmeldelser på
    Tjek vores konkurrenters priser

    Image Analysis, Classification and Change Detection in Remote Sensing: With Algorithms for Python, Fourth Edition, is focused on the development and implementation of statistically motivated, data-driven techniques for digital image analysis of remotely sensed imagery and it features a tight interweaving of statistical and machine learning theory of algorithms with computer codes. It develops statistical methods for the analysis of optical/infrared and synthetic aperture radar (SAR) imagery, including wavelet transformations, kernel methods for nonlinear classification, as well as an introduction to deep learning in the context of feed forward neural networks.

    New in the Fourth Edition:

    • An in-depth treatment of a recent sequential change detection algorithm for polarimetric SAR image time series.

    • The accompanying software consists of Python (open source) versions of all of the main image analysis algorithms.

    • Presents easy, platform-independent software installation methods (Docker containerization).

    • Utilizes freely accessible imagery via the Google Earth Engine and provides many examples of cloud programming (Google Earth Engine API).

      • Examines deep learning examples including TensorFlow and a sound introduction to neural networks,

      • Based on the success and the reputation of the previous editions and compared to other textbooks in the market, Professor Canty’s fourth edition differs in the depth and sophistication of the material treated as well as in its consistent use of computer codes to illustrate the methods and algorithms discussed. It is self-contained and illustrated with many programming examples, all of which can be conveniently run in a web browser. Each chapter concludes with exercises complementing or extending the material in the text.

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      Produktdetaljer
      Sprog: Engelsk
      Sider: 532
      ISBN-13: 9781032475745
      Indbinding: Paperback
      Udgave: 4
      ISBN-10: 1032475749
      Kategori: Billedbehandling: systemer og teknologi
      Udg. Dato: 21 jan 2023
      Længde: 27mm
      Bredde: 235mm
      Højde: 155mm
      Forlag: Taylor & Francis Ltd
      Oplagsdato: 21 jan 2023
      Forfatter(e): Morton John Canty
      Forfatter(e) Morton John Canty

      Kategori Billedbehandling: systemer og teknologi

      ISBN-13 9781032475745

      Sprog Engelsk

      Indbinding Paperback

      Sider 532

      Udgave 4

      Længde 27mm

      Bredde 235mm

      Højde 155mm

      Udg. Dato 21 jan 2023

      Oplagsdato 21 jan 2023

      Forlag Taylor & Francis Ltd

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