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Bag-of-visual-words model for classification of interferometric SAR images

Cagatay, Nazli Deniz and Datcu, Mihai (2016) Bag-of-visual-words model for classification of interferometric SAR images. In: Proceedings of the European Conference on Synthetic Aperture Radar (EUSAR) 2016, pp. 243-246. VDE Verlag. EUSAR 2016, 06-09 June 2016, Hamburg, Germany. ISBN ISBN 978-3-8007-4228-8

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Abstract

This work introduces a well-accepted image representation model in image analysis, namely the Bag-of-Visual-Words (BoVW), to interferometric SAR (InSAR) images. As the low-level local features, Gabor- and fractional Fourier transform (FrFT)-based feature descriptors are used. The supervised classification results with BoVW-Gabor and BoVW-FrFT features are compared to those with global Gabor and global FrFT features. Although the global Gabor features are better than the global FrFT features, by the implementation of BoVW model, FrFT outperforms Gabor features. Also, the classification performances of different baseline acquisitions for the same scenes are compared. For each baseline, the mean and individual class accuracies are improved by using BoVW-FrFT features.

Item URL in elib:https://elib.dlr.de/103996/
Document Type:Conference or Workshop Item (Speech)
Title:Bag-of-visual-words model for classification of interferometric SAR images
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Cagatay, Nazli DenizNazli.Kahyaoglu (at) dlr.deUNSPECIFIED
Datcu, MihaiMihai.Datcu (at) dlr.deUNSPECIFIED
Date:2016
Journal or Publication Title:Proceedings of the European Conference on Synthetic Aperture Radar (EUSAR) 2016
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Page Range:pp. 243-246
Publisher:VDE Verlag
ISBN:ISBN 978-3-8007-4228-8
Status:Published
Keywords:Bag-of-visual-words model, interferometric SAR images, feature extraction, scene classification, fractional Fourier transform, Gabor features
Event Title:EUSAR 2016
Event Location:Hamburg, Germany
Event Type:international Conference
Event Dates:06-09 June 2016
Organizer:VDE Verlag
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 - Projekt TanDEM-X
Location: Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > Photogrammetry and Image Analysis
Deposited By: Cagatay, Nazli Deniz
Deposited On:20 Apr 2016 13:54
Last Modified:31 Jul 2019 20:01

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