Singh, Jagmal und Popescu, Anca und Soccorsi, Matteo und Datcu, Mihai (2011) Mining Very High Resolution InSAR Data based on Complex-GMRF Cues and Relevance Feedback. ESA fringe-2011 Workshop on Advances in the Science and Applications of SAR Interferometry, 2011-09-19 - 2011-09-23, Frascati, Italy.
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Kurzfassung
With the increase in number of remote sensing satellites, the number of image-data scenes in our repositories is also increasing and a large quantity of these scenes are never received and used. Thus automatic retrieval of desired image-data using query by image content to fully utilize the huge repository volume is becoming of great interest. Generally different users are interested in scenes containing different kind of objects and structures. So its important to analyze all the image information mining (IIM) methods so that its easier for user to select a method depending upon his/her requirement. We concentrate our study only on high-resolution SAR images and we propose to use InSAR observations instead of only one single look complex (SLC) images for mining scenes containing coherent objects such as high-rise buildings. However in case of objects with less coherence like areas with vegetation cover, SLC images exhibits better performance. We demonstrate IIM performance comparison using complex-Gauss Markov Random Fields as texture descriptor for image patches and SVM relevancefeedback.
elib-URL des Eintrags: | https://elib.dlr.de/74604/ | ||||||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Paper) | ||||||||||||||||||||
Titel: | Mining Very High Resolution InSAR Data based on Complex-GMRF Cues and Relevance Feedback | ||||||||||||||||||||
Autoren: |
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Datum: | September 2011 | ||||||||||||||||||||
Open Access: | Nein | ||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||
Seitenbereich: | Seiten 1-4 | ||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||
Stichwörter: | Single look complex (SLC); InSAR; complex-GMRF; image information mining (IIM), support vector machine (SVM). | ||||||||||||||||||||
Veranstaltungstitel: | ESA fringe-2011 Workshop on Advances in the Science and Applications of SAR Interferometry | ||||||||||||||||||||
Veranstaltungsort: | Frascati, Italy | ||||||||||||||||||||
Veranstaltungsart: | Workshop | ||||||||||||||||||||
Veranstaltungsbeginn: | 19 September 2011 | ||||||||||||||||||||
Veranstaltungsende: | 23 September 2011 | ||||||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||
HGF - Programm: | Raumfahrt | ||||||||||||||||||||
HGF - Programmthema: | Erdbeobachtung | ||||||||||||||||||||
DLR - Schwerpunkt: | Raumfahrt | ||||||||||||||||||||
DLR - Forschungsgebiet: | R EO - Erdbeobachtung | ||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | R - Vorhaben hochauflösende Fernerkundungsverfahren (alt) | ||||||||||||||||||||
Standort: | Oberpfaffenhofen | ||||||||||||||||||||
Institute & Einrichtungen: | Institut für Methodik der Fernerkundung > Photogrammetrie und Bildanalyse | ||||||||||||||||||||
Hinterlegt von: | Singh, Jagmal | ||||||||||||||||||||
Hinterlegt am: | 27 Jan 2012 14:47 | ||||||||||||||||||||
Letzte Änderung: | 24 Apr 2024 19:40 |
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