Türmer, Sebastian und Leitloff, Jens und Reinartz, Peter und Stilla, Uwe (2011) Motion component supported Boosted Classifier for car detection in aerial imagery. In: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Science, Volume, Seiten 1-5. PIA11 - Photogrammetric Image Analysis, 2011-10-05 - 2011-10-07, Munich, Germany. ISSN 1682-1777.
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Kurzfassung
Research of automatic vehicle detection in aerial images has been done with a lot of innovation and constantly rising success for years. However information was mostly taken from a single image only. Our aim is using the additional information which is offered by the temporal component, precisely the difference of the previous and the consecutive image. On closer viewing the moving objects are mainly vehicles and therefore we provide a method which is able to limit the search space of the detector to changed areas. The actual detector is generated of HoG features which are composed and linearly weighted by AdaBoost. Finally the method is tested on a motorway section including an exit and congested traffic near Munich, Germany.
elib-URL des Eintrags: | https://elib.dlr.de/71156/ | ||||||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Paper, Poster) | ||||||||||||||||||||
Titel: | Motion component supported Boosted Classifier for car detection in aerial imagery | ||||||||||||||||||||
Autoren: |
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Datum: | Oktober 2011 | ||||||||||||||||||||
Erschienen in: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Science | ||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||
Open Access: | Ja | ||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||
Band: | Volume | ||||||||||||||||||||
Seitenbereich: | Seiten 1-5 | ||||||||||||||||||||
ISSN: | 1682-1777 | ||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||
Stichwörter: | Vehicle detection, AdaBoost, HoG features, Aerial image sequence, Motion mask | ||||||||||||||||||||
Veranstaltungstitel: | PIA11 - Photogrammetric Image Analysis | ||||||||||||||||||||
Veranstaltungsort: | Munich, Germany | ||||||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||
Veranstaltungsbeginn: | 5 Oktober 2011 | ||||||||||||||||||||
Veranstaltungsende: | 7 Oktober 2011 | ||||||||||||||||||||
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: | Türmer, Sebastian | ||||||||||||||||||||
Hinterlegt am: | 11 Okt 2011 07:15 | ||||||||||||||||||||
Letzte Änderung: | 24 Apr 2024 19:36 |
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