Knöttner, Julia und Rosenbaum, Dominik und Kurz, Franz und Reinartz, Peter und Brunn, Ansgar (2019) Rule-based Mapping of Parked Vehicles using Aerial Image Sequences. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, IV2/W7, Seiten 95-101. PIA Photogrammetric Image Analysis, 2019-09-18 - 2019-09-20, München. doi: 10.5194/isprs-annals-IV-2-W7-95-2019. ISSN 2194-9042.
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Offizielle URL: http://www.pf.bgu.tum.de/isprs/pia19/
Kurzfassung
Mapping of parking spaces in cities is a prerequisite for future applications in parking space management like community-based parking. Although terrestrial or vehicle based sensors will be the favorite data source for parking space mapping, airborne monitoring can play a role in building up city wide basis maps which include also parking spaces on ancillary and suburban roads. We present a novel framework for automatic city wide classification of vehicles in moving, stopped and parked using aerial image sequences and information from a road database. The time span of observation of a specific vehicle during an image sequence is usually not long enough to decide unambiguously, whether a vehicle stopped e.g. before a traffic light or is parking along the road. Thus, the workflow includes a vehicle detection and tracking method as well as a rule-based fuzzy-logic workflow for the classification of vehicles. The workflow classifies stopped and parked vehicles by including the neighbourhood of each vehicle via a Delaunay-Graph. The presented method reaches correctness values of around 86.3%, which is demonstrated using three different aerial image sequences. The results depend on several factors like detection quality and road database accuracy.
| elib-URL des Eintrags: | https://elib.dlr.de/128042/ | ||||||||||||||||||||||||
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| Dokumentart: | Konferenzbeitrag (Poster) | ||||||||||||||||||||||||
| Titel: | Rule-based Mapping of Parked Vehicles using Aerial Image Sequences | ||||||||||||||||||||||||
| Autoren: |
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| Datum: | 2019 | ||||||||||||||||||||||||
| Erschienen in: | ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences | ||||||||||||||||||||||||
| Referierte Publikation: | Ja | ||||||||||||||||||||||||
| Open Access: | Nein | ||||||||||||||||||||||||
| Gold Open Access: | Nein | ||||||||||||||||||||||||
| In SCOPUS: | Ja | ||||||||||||||||||||||||
| In ISI Web of Science: | Ja | ||||||||||||||||||||||||
| Band: | IV2/W7 | ||||||||||||||||||||||||
| DOI: | 10.5194/isprs-annals-IV-2-W7-95-2019 | ||||||||||||||||||||||||
| Seitenbereich: | Seiten 95-101 | ||||||||||||||||||||||||
| Name der Reihe: | ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences | ||||||||||||||||||||||||
| ISSN: | 2194-9042 | ||||||||||||||||||||||||
| Status: | veröffentlicht | ||||||||||||||||||||||||
| Stichwörter: | Aerial Image Sequences, Vehicle Detection, Vehicle Tracking, Parking Space Mapping, Fuzzy Logic | ||||||||||||||||||||||||
| Veranstaltungstitel: | PIA Photogrammetric Image Analysis | ||||||||||||||||||||||||
| Veranstaltungsort: | München | ||||||||||||||||||||||||
| Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||
| Veranstaltungsbeginn: | 18 September 2019 | ||||||||||||||||||||||||
| Veranstaltungsende: | 20 September 2019 | ||||||||||||||||||||||||
| HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||||||
| HGF - Programm: | Verkehr | ||||||||||||||||||||||||
| HGF - Programmthema: | Straßenverkehr | ||||||||||||||||||||||||
| DLR - Schwerpunkt: | Verkehr | ||||||||||||||||||||||||
| DLR - Forschungsgebiet: | V ST Straßenverkehr | ||||||||||||||||||||||||
| DLR - Teilgebiet (Projekt, Vorhaben): | V - D.MoVe (alt) | ||||||||||||||||||||||||
| Standort: | Oberpfaffenhofen | ||||||||||||||||||||||||
| Institute & Einrichtungen: | Institut für Methodik der Fernerkundung > Photogrammetrie und Bildanalyse | ||||||||||||||||||||||||
| Hinterlegt von: | Kurz, Dr.-Ing. Franz | ||||||||||||||||||||||||
| Hinterlegt am: | 24 Jun 2019 16:24 | ||||||||||||||||||||||||
| Letzte Änderung: | 24 Apr 2024 20:31 |
Verfügbare Versionen dieses Eintrags
- Rule-based Mapping of Parked Vehicles using Aerial Image Sequences. (deposited 24 Jun 2019 16:24) [Gegenwärtig angezeigt]
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