DocumentCode :
3527949
Title :
Motion compensation for obstacle detection based on homography and odometric data with virtual camera perspectives
Author :
Miksch, Michael ; Yang, Bin ; Zimmermann, Klaus
Author_Institution :
Dept. of Syst. Theor. & Signal Process., Univ. of Stuttgart, Stuttgart, Germany
fYear :
2010
fDate :
21-24 June 2010
Firstpage :
1152
Lastpage :
1158
Abstract :
In this paper we present a method to compensate the image motion of a monocular camera on a moving vehicle in order to detect obstacles. Due to the camera motion, the road surface induces a characteristic image motion between two camera shots. The motion of the camera is determined by the use of odometric data received from the CAN-bus, and the position and orientation of the road is continuously estimated with camera self-calibration. This all leads to a motion field which is predicted based on homography. To prevent the drawbacks of the real camera perspective, different virtual camera perspectives are presented in combination with motion compensation. Possible virtual perspectives are the bird´s eye view and image rectification. In addition, a non-linear camera model is used which does not limit the range of obstacle detection to a certain distance and efficiently uses the available image information.
Keywords :
controller area networks; data handling; driver information systems; image sensors; motion compensation; object detection; CAN-bus; bird eye view; camera motion; characteristic image motion; homography data; image rectification; monocular camera; motion compensation; nonlinear camera model; obstacle detection; odometric data; virtual camera perspectives; Automotive applications; Image motion analysis; Intelligent vehicles; Motion compensation; Motion detection; Motion estimation; Roads; Smart cameras; USA Councils; Vehicle detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Vehicles Symposium (IV), 2010 IEEE
Conference_Location :
San Diego, CA
ISSN :
1931-0587
Print_ISBN :
978-1-4244-7866-8
Type :
conf
DOI :
10.1109/IVS.2010.5548000
Filename :
5548000
Link To Document :
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