Title :
A Vision Algorithm for Dynamic Detection of Moving Vehicles with a UAV
Author :
Kaaniche, Khaled ; Champion, Benjamin ; Pegard, Claude ; Vasseur, Pascal
Author_Institution :
CREA - EA3299 University of Picardie 7 Rue du Moulin Neuf, 80000 Amiens, France e-mail : khaledkaâniche@u-picardie.fr
Abstract :
This paper presents a vision system for road traffic surveillance from sequences acquired from an unmanned aerial vehicle (UAV). This UAV is able to follow a path considered as the surveillance area and defined by a set of ordered GPS points. During the navigation of the UAV, the vision system acquires sequences which are treated in real-time in order to detect vehicles. This detection allows to perform a traffic estimation or to track a pointed out vehicle. The detection of vehicles is based on the spatiotemporal grouping of primitives formulated as a normalized cuts problem. A verification step based on the Dempster-Shafer theory is also proposed in order to recognize the vehicles.
Keywords :
Corner Matching; Dempster-Shafer; Normalized Cuts; UAV; Vehicle Detection; Global Positioning System; Heuristic algorithms; Machine vision; Navigation; Real time systems; Roads; Surveillance; Unmanned aerial vehicles; Vehicle detection; Vehicle dynamics; Corner Matching; Dempster-Shafer; Normalized Cuts; UAV; Vehicle Detection;
Conference_Titel :
Robotics and Automation, 2005. ICRA 2005. Proceedings of the 2005 IEEE International Conference on
Print_ISBN :
0-7803-8914-X
DOI :
10.1109/ROBOT.2005.1570387