Title :
Safety of stereo driver assistance systems
Author :
Khan, Waqar ; Morris, John
Author_Institution :
Comput. Sci. Dept., Univ. of Auckland, Auckland, New Zealand
Abstract :
The discrete nature of disparities observed by stereo systems results in complex behaviour of speeds measured by them and affects the efficacy of a stereo based driver assistance system. We describe a tool for a safety engineer which permits the safety of these systems to be estimated. It is based on a model which considers the true error in measured velocities of objects. Outputs from this tool show that choice of stereo system parameters so as to judiciously place the disparity change boundaries is critical to the effectiveness of such a system because the range of possible trajectories for a (possibly colliding) object reduces significantly when a feature point on that object crosses one of these boundaries. This factor also means that larger objects (e.g. trucks) are slightly better tracked by stereo than smaller ones (e.g. signs and pedestrians). Completely safe stereo based systems are also shown to issue many precautionary (and ultimately unnecessary) warnings if the stereo parameters are not chosen carefully.
Keywords :
automated highways; driver information systems; object tracking; road safety; road traffic; road vehicles; stereo image processing; velocity measurement; disparity change boundary; disparity observation; object feature point; object tracking; object trajectory; pedestrians; precautionary warning; safety engineer; signs; speed measurement; stereo driver assistance systems; stereo parameters; system safety; trucks; velocity measurement; Accuracy; Cameras; Hazards; Image resolution; Trajectory; 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.2012.6232188