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Curvelet-based Change Detection on SAR Images for Natural Disaster Mapping

Schmitt, Andreas und Wessel, Birgit und Roth, Achim (2010) Curvelet-based Change Detection on SAR Images for Natural Disaster Mapping. Photogrammetrie Fernerkundung Geoinformation, 2010 (6), Seiten 467-478. E. Schweizerbart science publishers.

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Kurzfassung

This paper focuses on the use of SAR data in the context of natural disasters. A Curvelet-based change detection algorithm is presented that automatically extracts changes in the radar back-scattering from two TerraSAR-X acquisitions – pre-disaster and post-disaster - of the same area. After a logarithmic scaling of the geocoded amplitude images the Curvelet-transform is applied. The differ-entiation is then done in the Curvelet-coefficient domain where each coefficient represents the strength of a linear structure apparent in the original image. In order to reduce noise the resulting coefficient differences are weighted by a special function that suppresses minor, noise-like structures. The resulting enhanced coefficients are transformed back to the image domain and brought to the original scaling, so that the values in the difference image describe the increase and the decrease with respect to the amplitude value in the initial image. This approach is applied on three sample data sets: flood, forest fire, and earthquake. For all scenarios including natural landscapes and urban environ-ments as well areas with changes in the radar amplitude are clearly delineated. The interpretation of the changes detected in the radar images needs additional knowledge, e.g. pre-disaster maps. The combination of both could possibly deliver a robust and reliable database for the coordination of res-cue teams after large-scale natural disasters.

Dokumentart:Zeitschriftenbeitrag
Titel:Curvelet-based Change Detection on SAR Images for Natural Disaster Mapping
Autoren:
AutorenInstitution oder E-Mail-Adresse der Autoren
Schmitt, Andreasandreas.schmitt@dlr.de
Wessel, Birgitbirgit.wessel@dlr.de
Roth, Achimachim.roth@dlr.de
Datum:November 2010
Erschienen in:Photogrammetrie Fernerkundung Geoinformation
Referierte Publikation:Ja
In Open Access:Nein
In SCOPUS:Ja
In ISI Web of Science:Ja
Band:2010
Seitenbereich:Seiten 467-478
Verlag:E. Schweizerbart science publishers
Name der Reihe:Photogrammetrie, Fernerkundung, Geoinformation (PFG)
Status:veröffentlicht
Stichwörter:SAR, Change Detection, Alternative Image Representation, Curvelets
HGF - Forschungsbereich:Verkehr und Weltraum (alt)
HGF - Programm:Weltraum (alt)
HGF - Programmthema:W EO - Erdbeobachtung
DLR - Schwerpunkt:Weltraum
DLR - Forschungsgebiet:W EO - Erdbeobachtung
DLR - Teilgebiet (Projekt, Vorhaben):W - Vorhaben Photogrammetrie und Bildanalyse (alt)
Standort: Oberpfaffenhofen
Institute & Einrichtungen:Deutsches Fernerkundungsdatenzentrum
Hinterlegt von: Andreas Schmitt
Hinterlegt am:23 Nov 2010 14:03
Letzte Änderung:22 Apr 2013 09:40

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