Tian, Jiaojiao und Dezert, Jean und Reinartz, Peter (2015) Refined Building Change Detection in Satellite Stereo Imagery Based on Belief Functions and Reliabilities. In: Proceedings of MFI 2015, Seiten 160-165. IEEEXplore. IEEE 2015 International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2015-09-14 - 2015-09-16, San Diego, USA. doi: 10.1109/MFI.2015.7295802.
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Offizielle URL: http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7295802&tag=1
Kurzfassung
Digital Surface Models (DSMs) generated from satellite stereo imagery provide valuable but not comprehensive information for building change detection. Therefore, belief functions have been introduced to solve this problem by fusing DSM information with changes extracted from images. However, miss-detection can not be avoided if the DSMs are containing large region of wrong height values. A refined workflow is thereby proposed by adopting the initial disparity map to generate a reliability map. This reliability map is then built in the fusion model. The reliability map has been tested in both Dempster-Shafer Theory (DST), and Dezert-Smarandache Theory (DSmT) frameworks. The results have been validated by comparing to the manually extracted change reference mask.
elib-URL des Eintrags: | https://elib.dlr.de/97984/ | ||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag, Anderer) | ||||||||||||||||
Titel: | Refined Building Change Detection in Satellite Stereo Imagery Based on Belief Functions and Reliabilities | ||||||||||||||||
Autoren: |
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Datum: | 2015 | ||||||||||||||||
Erschienen in: | Proceedings of MFI 2015 | ||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||
Open Access: | Ja | ||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||
DOI: | 10.1109/MFI.2015.7295802 | ||||||||||||||||
Seitenbereich: | Seiten 160-165 | ||||||||||||||||
Herausgeber: |
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Verlag: | IEEEXplore | ||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||
Stichwörter: | Belief functions, building change detection, Reliability discounting | ||||||||||||||||
Veranstaltungstitel: | IEEE 2015 International Conference on Multisensor Fusion and Integration for Intelligent Systems | ||||||||||||||||
Veranstaltungsort: | San Diego, USA | ||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||
Veranstaltungsbeginn: | 14 September 2015 | ||||||||||||||||
Veranstaltungsende: | 16 September 2015 | ||||||||||||||||
Veranstalter : | San Diego, CA, USA | ||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||
HGF - Programm: | Verkehr | ||||||||||||||||
HGF - Programmthema: | Verkehrsmanagement (alt) | ||||||||||||||||
DLR - Schwerpunkt: | Verkehr | ||||||||||||||||
DLR - Forschungsgebiet: | V VM - Verkehrsmanagement | ||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | V - Vabene++ (alt) | ||||||||||||||||
Standort: | Oberpfaffenhofen | ||||||||||||||||
Institute & Einrichtungen: | Institut für Methodik der Fernerkundung > Photogrammetrie und Bildanalyse | ||||||||||||||||
Hinterlegt von: | Tian, Dr Jiaojiao | ||||||||||||||||
Hinterlegt am: | 08 Sep 2015 15:40 | ||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:03 |
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