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SAR Scene Characterization Using Complex Wavelets

Gleich, Dusan and Planinsic, P. and Singh, Jagmal (2013) SAR Scene Characterization Using Complex Wavelets. In: 2013 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1737-1740. IEEE Xplore. IGARSS 2013, 21.-26. June 2013, Melbourne, Australia. ISBN DOI:10.1109/IGARSS.2013.6723132 ISSN 2153-6996

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Official URL: http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=6723132

Abstract

This paper presents SAR image classification based on feature descriptors within the dual tree oriented discrete wavelet transform. The non-parametric approach to the feature extraction and supervised learning is presented in this paper. The spectral features, known from sound processing were used for subband features within the wavelet domain. Those features characterizing each subband of oriented wavelet transform were used for supervised classification using support vector machine. The database with 1300 images with 200 × 200 pixels was designed using 30 different high resolution TerraSAR-X spotlight images. 10 percent of all features for each class were used for training. The efficiency of presented method was compared with Gray Level Co-occurrence Matrix (GLCM) method and log commulants of Fourier transform. The experimental results showed improved classification results compared to the state-of-the-art methods used in this paper.

Item URL in elib:https://elib.dlr.de/89035/
Document Type:Conference or Workshop Item (Speech)
Title:SAR Scene Characterization Using Complex Wavelets
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Gleich, DusanUniversity of MariborUNSPECIFIED
Planinsic, P.Universität MariborUNSPECIFIED
Singh, Jagmaljagmal.singh (at) dlr.deUNSPECIFIED
Date:2013
Journal or Publication Title:2013 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Refereed publication:No
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Page Range:pp. 1737-1740
Publisher:IEEE Xplore
ISSN:2153-6996
ISBN:DOI:10.1109/IGARSS.2013.6723132
Status:Published
Keywords:Synthetic Aperture Radar, dual tree complex wavelet transform, feature extraction, oriented, scene characterization
Event Title:IGARSS 2013
Event Location:Melbourne, Australia
Event Type:international Conference
Event Dates:21.-26. June 2013
Organizer:IEEE
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 hochauflösende Fernerkundungsverfahren
Location: Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > Photogrammetry and Image Analysis
Deposited By:INVALID USER
Deposited On:07 May 2014 18:17
Last Modified:08 May 2014 23:21

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