DocumentCode :
32244
Title :
A Stereo-Vision Based Object Tracking Approach at Roundabouts
Author :
Muffert, M. ; Pfeiffer, D. ; Franke, U.
Author_Institution :
RD/FFE, Daimler AG, Sindelfingen, Germany
Volume :
5
Issue :
2
fYear :
2013
fDate :
Summer 2013
Firstpage :
22
Lastpage :
32
Abstract :
This article presents a stereo-vision based system for the recognition of dangerous situations at roundabouts. To this end, we investigate the necessary field of view and viewing direction using videos taken by a panoramic camera. Using the insights of these tests, we build up a stereo-vision system. This system is based on the well established disparity estimation scheme semi-global matching and the recently introduced medium-level representation called Dynamic Stixel-World. This data is the input to compute a time-to-contact measure that makes explicit use of the roundabouts structural characteristics. This measure enables us to create a system for driver warning or possible automated intervention. Our empirical studies reveal that the warning decision correctly mimics human driver decisions in most roundabout scenarios.
Keywords :
computer vision; image matching; image representation; road traffic; stereo image processing; traffic engineering computing; video signal processing; disparity estimation scheme; driver intervention; driver warning; dynamic Stixel-World representation; medium-level representation; roundabout scenario; roundabouts structural characteristics; semi-global matching; stereo-vision based object tracking approach; time-to-contact measure; video; view field; viewing direction; Cameras; Estimation; Motion estimation; Stereo vision; Vehicle driving; Vehicle safety; Videos;
fLanguage :
English
Journal_Title :
Intelligent Transportation Systems Magazine, IEEE
Publisher :
ieee
ISSN :
1939-1390
Type :
jour
DOI :
10.1109/MITS.2013.2244934
Filename :
6507271
Link To Document :
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