Title :
Airborne traffic monitoring supported by fast calculated digital surface models
Author :
Tuermer, Sebastian ; Kurz, Franz ; Reinartz, Peter ; Stilla, Uwe
Author_Institution :
German Aerosp. Center (DLR), Inst. of Remote Sensing Technol. (IMF), Oberpfaffenhofen, Germany
Abstract :
Vehicle detection in dense urban areas is often complicated due to car-like objects on rooftops which result in false positive detections. This can be easily avoided by using a digital surface model (DSM) calculated from two consecutive images to exclude those regions. However, in the real-time case traffic information has to be gathered rapidly and the calculation of the DSM for the whole image takes a lot of time. The presented approach suggest a method where the disparity image is only calculated for areas of interest. These areas are selected by projecting the road segments from a road database in the original image using the collinearity equation. The local coordinates of the detected vehicles are then transformed back in the UTM coordinate system using the collinearity equation again. It can be shown that the search area for the detector is significantly reduced and which also leads to improved results of the detection.
Keywords :
remote sensing; traffic control; UTM coordinate system; airborne traffic monitoring; car-like objects; collinearity equation; dense urban areas; fast calculated digital surface models; vehicle detection; Cameras; Databases; Monitoring; Real-time systems; Remote sensing; Roads; Vehicles; aerial imagery; disparity image; real-time; road database; vehicle detection;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International
Conference_Location :
Munich
Print_ISBN :
978-1-4673-1160-1
Electronic_ISBN :
2153-6996
DOI :
10.1109/IGARSS.2012.6352593