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Türmer, Sebastian and Leitloff, Jens and Reinartz, Peter and 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, pp. 1-5. PIA11 - Photogrammetric Image Analysis, 2011-10-05 - 2011-10-07, Munich, Germany. ISSN 1682-1777.
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Abstract
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.
| Item URL in elib: | https://elib.dlr.de/71156/ | ||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Paper, Poster) | ||||||||||||||||||||
| Title: | Motion component supported Boosted Classifier for car detection in aerial imagery | ||||||||||||||||||||
| Authors: |
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| Date: | October 2011 | ||||||||||||||||||||
| Journal or Publication Title: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Science | ||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||
| Open Access: | Yes | ||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||
| In SCOPUS: | No | ||||||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||||||
| Volume: | Volume | ||||||||||||||||||||
| Page Range: | pp. 1-5 | ||||||||||||||||||||
| ISSN: | 1682-1777 | ||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||
| Keywords: | Vehicle detection, AdaBoost, HoG features, Aerial image sequence, Motion mask | ||||||||||||||||||||
| Event Title: | PIA11 - Photogrammetric Image Analysis | ||||||||||||||||||||
| Event Location: | Munich, Germany | ||||||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||||||
| Event Start Date: | 5 October 2011 | ||||||||||||||||||||
| Event End Date: | 7 October 2011 | ||||||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||
| HGF - Program: | Transport | ||||||||||||||||||||
| HGF - Program Themes: | Traffic Management (old) | ||||||||||||||||||||
| DLR - Research area: | Transport | ||||||||||||||||||||
| DLR - Program: | V VM - Verkehrsmanagement | ||||||||||||||||||||
| DLR - Research theme (Project): | V - VABENE (old) | ||||||||||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||||||||||
| Institutes and Institutions: | Remote Sensing Technology Institute > Photogrammetry and Image Analysis | ||||||||||||||||||||
| Deposited By: | Türmer, Sebastian | ||||||||||||||||||||
| Deposited On: | 11 Oct 2011 07:15 | ||||||||||||||||||||
| Last Modified: | 24 Apr 2024 19:36 |
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