DocumentCode :
3016602
Title :
Ground-image plane mapping for lane marks detection
Author :
King Hann Lim ; Gopalai, Alpha A.
Author_Institution :
Electr. & Comput. Dept., Curtin Univ., Miri, Malaysia
fYear :
2012
fDate :
27-29 Nov. 2012
Firstpage :
622
Lastpage :
627
Abstract :
Autonomous vehicles are equipped with optical sensors and micro-processing units to perform intelligent visual analysis of its surroundings. Due to the high speed of moving vehicle, the captured information has to be processed in a short duration to avoid possible collision. In this paper, a ground-image plane mapping technique is proposed to quickly locate detected object if the object´s position is known in the real world. A three dimensional (3D) world coordinate is mathematically derived to an image plane using pinhole camera model. Several 3D perspective parameters such as vehicle´s steering angle and its velocity, sensor´s height and tilting angle are encompassed in the ground plane measurement. The optical sensor´s intrinsic parameters such as focal length, principal point, pixel´s height and width are also inserted for the mathematical model derivation. The importance of this ground to image plane mapping enables a rapid search of an object in a moving scene to achieve fast object identification during sensor acquisition. Experimental results have been carried on the application of lane marks detection with 93.82% correct mapping, using approximately 20% less processing time.
Keywords :
image sensors; object detection; optical sensors; road vehicles; traffic engineering computing; 3D perspective parameters; autonomous vehicles; ground image plane mapping; intelligent visual analysis; lane marks detection; microprocessing units; object detection; object position; optical sensors; pinhole camera model; vehicle steering angle; Cameras; Databases; Image edge detection; Mathematical model; Optical sensors; Roads; Vehicles; Lane marks detection; ground plane; image plane; lane tracking; pinhole model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Systems Design and Applications (ISDA), 2012 12th International Conference on
Conference_Location :
Kochi
ISSN :
2164-7143
Print_ISBN :
978-1-4673-5117-1
Type :
conf
DOI :
10.1109/ISDA.2012.6416609
Filename :
6416609
Link To Document :
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