Title :
May I enter the roundabout? A time-to-contact computation based on stereo-vision
Author :
Muffert, Maximilian ; Milbich, Timo ; Pfeiffer, David ; Franke, Uwe
Author_Institution :
Daimler Res., Sindelfingen, Germany
Abstract :
This paper presents a stereo-vision based system for the recognition of dangerous situations at roundabouts. At first, 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. A time-to-contact measure is defined that makes explicit use of the roundabouts structural characteristics. Using 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.
Keywords :
cameras; driver information systems; image matching; road accidents; stereo image processing; video signal processing; automated intervention system; dangerous situation recognition; disparity estimation scheme semiglobal matching; driver warning system; dynamic stixel-world; field of view; human driver decisions; medium-level representation; panoramic camera; roundabouts structural characteristics; stereo-vision based system; time-to-contact computation; time-to-contact measure; videos; viewing direction; Cameras; Clustering algorithms; Estimation; Tracking; Vectors; Vehicle dynamics; Vehicles;
Conference_Titel :
Intelligent Vehicles Symposium (IV), 2012 IEEE
Conference_Location :
Alcala de Henares
Print_ISBN :
978-1-4673-2119-8
DOI :
10.1109/IVS.2012.6232178