Title :
Modeling Dynamic 3D Environments by Means of The Stixel World
Author :
Pfeiffer, D. ; Franke, Uwe
Author_Institution :
Daimler AG, Sindelfingen, Germany
Abstract :
Correlation-based stereo vision has proven its power in commercially available driver assistance systems. Recently, real-time dense stereo matching algorithms have become available on inexpensive low-power FPGA hardware. In order to manage that huge amount of data, a medium-level representation named “Stixel World” has been proposed for further analysis. In this representation the free space in front of the vehicle is limited by adjacent rectangular sticks of a certain width. Distance and height of each so called Stixel are determined by those parts of the obstacle it represents. This Stixel World is a compact but flexible representation of the three-dimensional traffic situation. The underlying model assumption is that objects stand on the ground and have a vertical pose with a flat surface.
Keywords :
correlation methods; driver information systems; image matching; stereo image processing; Stixel World; adjacent rectangular sticks; commercially available driver assistance system; correlation based stereo vision; dynamic 3D environment modeling; flexible representation; inexpensive low power FPGA hardware; medium level representation; real-time dense stereo matching algorithm; three dimensional traffic situation; Cameras; Computational modeling; Dynamic programming; Green products; Three dimensional displays; Vehicle dynamics; Vehicles;
Journal_Title :
Intelligent Transportation Systems Magazine, IEEE
DOI :
10.1109/MITS.2011.942207