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Fully Polarimetric Land Cover Classification

Fully Polarimetric Land Cover Classification

von Konstantinos Karachristos
Softcover - 9786204731841
43,90 €
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Beschreibung

In this manuscript a land cover classification procedure is presented utilizing the information content of fully polarimetric SAR images. An introduction to the basic concepts of remote sensing and fully polarimetric data is made in order to present Cameron's Coherent Target Decomposition technique. Cameron¿s method is used to extract information content from PolSAR data by characterizing each ¿pixel¿, using a set of canonical scattering mechanisms in order to describe the physical properties of the scatterer. The novelty of the proposed land cover classification approach lies on the use of Hidden Markov Models (HMM) to uniquely characterize each type of land cover, by generating an analogy between hidden states-land cover types and observations-scattering mechanisms and exploiting the transitions between scattering mechanisms in each region. The classification process is based on the likelihood of observation sequences been evaluated by each model.

Based on Hidden Markov Models Trained with Multiple Observations

Details

Verlag LAP LAMBERT Academic Publishing
Ersterscheinung 27. Dezember 2021
Maße 22 cm x 15 cm x 0.4 cm
Gewicht 107 Gramm
Format Softcover
ISBN-13 9786204731841
Seiten 60