DocumentCode :
3508726
Title :
Motion-Based Object Detection for Automotive Applications using Multidimensional Wave Digital Filters
Author :
Schauland, Sam ; Velten, Joerg ; Kummert, Anton
Author_Institution :
Fac. of Electr., Inf. & Media Eng., Univ. of Wuppertal, Wuppertal
fYear :
2008
fDate :
11-14 May 2008
Firstpage :
2700
Lastpage :
2704
Abstract :
Vision-based object detection is a core part of many automotive collision warning systems. Especially due to the extensive information an image can hold and the decreasing costs of computational power, it has attracted more and more interest in the last decade. In this paper we propose a motion-based approach to simplify the detection of moving objects in order to improve available methods and make them more efficient. We interpret the image sequence containing the moving object (e.g. a vehicle or a crossing pedestrian) as a three-dimensional signal, not just as a sequence of image matrices. That way we can benefit from the advanced theoretical knowledge on system description and handling from the field of signal processing. In detail, three-dimensional velocity filters implemented using wave digital filters are used to oppress every object in the image that is not moving in a certain direction at a certain velocity.
Keywords :
computer vision; image motion analysis; image sequences; object detection; road traffic; road vehicles; wave digital filters; automotive collision warning system; image sequence; motion-based object detection; moving object detection; multidimensional wave digital filter; velocity filter; vision-based object detection; Alarm systems; Automotive applications; Automotive engineering; Computational efficiency; Digital filters; Image sequences; Motion detection; Multidimensional systems; Object detection; Vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Vehicular Technology Conference, 2008. VTC Spring 2008. IEEE
Conference_Location :
Singapore
ISSN :
1550-2252
Print_ISBN :
978-1-4244-1644-8
Electronic_ISBN :
1550-2252
Type :
conf
DOI :
10.1109/VETECS.2008.591
Filename :
4526147
Link To Document :
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