DocumentCode
3149811
Title
An interval based representation of occupancy information for driver assistance systems
Author
Weiherer, Tobias ; Bouzouraa, Sayed ; Hofmann, Ulrich
Author_Institution
Lehrstuhl fuer Datenverarbeitung, Tech. Univ. Muenchen, Muenchen, Germany
fYear
2013
fDate
6-9 Oct. 2013
Firstpage
21
Lastpage
27
Abstract
Future Advanced Driver Assistance Systems (ADAS) require detailed information about occupancy states in the vehicle´s local environment. In contrast to widespread occupancy grids, this information should be represented in a compact, scalable and easy-to-interpret data structure. In this paper, we show how occupancy probabilities can efficiently be represented in our 2D Interval Map framework. The basic idea of this approach is to discretize the vehicle´s environment only in longitudinal direction and to avoid quantization errors in lateral direction by storing continuous values. In order to correctly deal with dynamic obstacles in ADAS scenarios, the map also interacts with a model based object tracking. The comparison of our experimental results to a ground truth illustrates the differences of grid and interval based environment representations. A tested collision avoidance function yields similar results for both representations, while computation times and memory requirements are substantially improved by the application of the 2D Interval Map.
Keywords
collision avoidance; driver information systems; object tracking; 2D interval map framework; ADAS; advanced driver assistance systems; collision avoidance function; dynamic obstacles; interval based representation; longitudinal direction; model based object tracking; occupancy grid; occupancy information; vehicle local environment; Integrated circuits; Noise; Sensors;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Transportation Systems - (ITSC), 2013 16th International IEEE Conference on
Conference_Location
The Hague
Type
conf
DOI
10.1109/ITSC.2013.6728205
Filename
6728205
Link To Document