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A Non-Parametric Texture Descriptor for Polarimetric SAR Data with Applications to Supervised Classification

Jäger, Marc and Reigber, Andreas (2014) A Non-Parametric Texture Descriptor for Polarimetric SAR Data with Applications to Supervised Classification. VDE Verlag GmbH. European Conference on Synthetic Aperture Radar (EUSAR), 2014-06-03 - 2014-06-05, Berlin, Germany. ISBN 978-3-8007-3608-9 ISSN 2197-4403

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Abstract

The paper describes a novel representation of polarimetric SAR (PolSAR) data that is inherently non-parametric and therefore particularly suited for characterising data in which the commonly adopted hypothesis of Gaussian backscatter is not appropriate. The descriptor is also non-local and can capture image structure in terms of the arrangement of edge-, ridge- and point-like features, to yield a salient characerisation of semi-periodic spatial patterns. The basic approach is based closely on [1] and has been adapted for application to PolSAR data. As an example application, the descriptor is evaluated in the context of supervised classification. The performance is compared with conventional statistical approaches on both simulated and real PolSAR data

Item URL in elib:https://elib.dlr.de/86592/
Document Type:Conference or Workshop Item (Speech)
Title:A Non-Parametric Texture Descriptor for Polarimetric SAR Data with Applications to Supervised Classification
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Jäger, MarcUNSPECIFIEDUNSPECIFIED
Reigber, AndreasUNSPECIFIEDUNSPECIFIED
Date:3 June 2014
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Page Range:pp. 830-833
Publisher:VDE Verlag GmbH
Series Name:Proceedings of the European Conference on Synthetic Aperture Radar (EUSAR)
ISSN:2197-4403
ISBN:978-3-8007-3608-9
Status:Published
Keywords:Synthetic Aperture Radar, Polarimetry, Texture, Classification
Event Title:European Conference on Synthetic Aperture Radar (EUSAR)
Event Location:Berlin, Germany
Event Type:international Conference
Event Dates:2014-06-03 - 2014-06-05
Organizer:VDE
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Earth Observation
DLR - Research area:Raumfahrt
DLR - Program:R EO - Erdbeobachtung
DLR - Research theme (Project):R - Vorhaben Flugzeug-SAR
Location: Oberpfaffenhofen
Institutes and Institutions:Microwaves and Radar Institute > SAR Technology
Deposited By: Jäger, Marc
Deposited On:11 Dec 2013 11:54
Last Modified:31 Jul 2019 19:43

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