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A multi-scale Markov model for unsupervised oil spill detection in TerraSAR-X data

Martinis, Sandro and Twele, André and Gähler, Monika (2012) A multi-scale Markov model for unsupervised oil spill detection in TerraSAR-X data. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 923-926. IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2012, 2012-07-22 - 2012-07-27, München. doi: 10.1109/igarss.2012.6351405. ISBN 978-1-4673-1158-8. ISSN 2153-6996.

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Official URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6351405

Abstract

In this paper an automatic near-real time oil spill detection approach using single-polarized high resolution X-Band Synthetic Aperture Radar satellite data is presented. Dark formations on the water surface are classified in a completely unsupervised way using an automatic tile-based thresholding procedure. The derived global threshold value is used for the initialization of a hybrid multi-contextual Markov image model which integrates scale-dependent and spatial contextual information on irregular hierarchical graph structures into the segment-based labeling process of slick-covered and slick-free water surfaces. Experimental investigations performed on TerraSAR-X ScanSAR data acquired during large-scale oil pollutions in the Gulf of Mexico in May 2010 confirm the effectiveness of the proposed method with respect to accuracy and computational effort.

Item URL in elib:https://elib.dlr.de/78917/
Document Type:Conference or Workshop Item (Poster)
Title:A multi-scale Markov model for unsupervised oil spill detection in TerraSAR-X data
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Martinis, SandroUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Twele, AndréUNSPECIFIEDhttps://orcid.org/0000-0002-8035-2625UNSPECIFIED
Gähler, MonikaUNSPECIFIEDhttps://orcid.org/0000-0001-7421-3488UNSPECIFIED
Date:July 2012
Journal or Publication Title:International Geoscience and Remote Sensing Symposium (IGARSS)
Refereed publication:No
Open Access:No
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:No
DOI:10.1109/igarss.2012.6351405
Page Range:pp. 923-926
ISSN:2153-6996
ISBN:978-1-4673-1158-8
Status:Published
Keywords:Markov Image Modeling, HMPM estimation, oil spill detection, TerraSAR-X, automatic thresholding
Event Title:IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2012
Event Location:München
Event Type:international Conference
Event Start Date:22 July 2012
Event End Date:27 July 2012
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 - Earth Observation
DLR - Research theme (Project):R - Vorhaben Zivile Kriseninformation und Georisiken (old)
Location: Oberpfaffenhofen
Institutes and Institutions:German Remote Sensing Data Center > Civil Crisis Information and Geo Risks
Deposited By: Martinis, Sandro
Deposited On:28 Nov 2012 10:36
Last Modified:24 Apr 2024 19:45

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