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Semantic Analysis of Satellite Image Time Series

Costachioiu, Teodor and Constantinescu, Rodica and Aizenk, Bashar and Datcu, Mihai (2012) Semantic Analysis of Satellite Image Time Series. In: Proceedings of the 20th European Signal Processing Conference (EUSIPCO 2012), pp. 2492-2495. IEEE Xplore. EUSIPCO 2012, 27.-31. Aug. 2012, Bucharest, Romania. ISBN 978-1-4673-1068-0 (p) ISSN 2219-5491

Full text not available from this repository.

Official URL: http://www.eurasip.org/Proceedings/Eusipco/Eusipco2012/Conference/papers/1569583245.pdf


Large archives of satellite images have been created over time. The existence of these archives enables us to extract evolutions of the same of same geographic area over time, creating satellite image time series (SITS). As SITS represent an amount of information far greater than individual images, their analysis is complex and difficult. In this paper we propose a new unsupervised SITS analysis method based on the latent Dirichlet allocation (LDA) model, a hierarchical model originally developed for text analysis. In this model documents are represented as random mixture of latent topics, each topic being characterized by a distribution over words. This paper extends the use of LDA model for satellite image time series analysis by proposing a description language for SITS modeling according to the LDA model, and is applied on a SITS of 11 Landsat TM scenes acquired in 2007.

Item URL in elib:https://elib.dlr.de/79159/
Document Type:Conference or Workshop Item (Speech, Paper)
Title:Semantic Analysis of Satellite Image Time Series
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Costachioiu, TeodorPolitehnica University of Bucharest, RomaniaUNSPECIFIED
Constantinescu, RodicaPolitehnica University of Bucharest, RomaniaUNSPECIFIED
Aizenk, BasharPolitehnica University of Bucharest, RomaniaUNSPECIFIED
Datcu, Mihaimihai.datcu (at) dlr.deUNSPECIFIED
Date:15 May 2012
Journal or Publication Title:Proceedings of the 20th European Signal Processing Conference (EUSIPCO 2012)
Refereed publication:No
Open Access:No
Gold Open Access:No
In ISI Web of Science:No
Page Range:pp. 2492-2495
Publisher:IEEE Xplore
ISBN:978-1-4673-1068-0 (p)
Keywords:Latent Dirichlet Allocation , SITS , satellite image time series , unsupervised classification
Event Title:EUSIPCO 2012
Event Location:Bucharest, Romania
Event Type:international Conference
Event Dates:27.-31. Aug. 2012
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 On:29 Nov 2012 15:02
Last Modified:18 Mar 2013 16:55

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