DocumentCode
2795524
Title
An efficient method to generate ground truth for evaluating lane detection systems
Author
Borkar, Amol ; Hayes, Monson ; Smith, Mark T.
Author_Institution
Center for Signal & Image Process. (CSIP), Georgia Inst. of Technol., Atlanta, GA, USA
fYear
2010
fDate
14-19 March 2010
Firstpage
1090
Lastpage
1093
Abstract
In this document, a new and efficient method to specify the ground truth locations of lane markers is presented. The method comprises of a novel process called Time-Slicing that provided the user with a unique visualization of the video. Coupled with automation via spline interpolation, the quick generation of necessary ground truth information is achieved. Videos recorded from a vehicle while driving on local city roads and highways are marked with ground truth information for use in testing. The performance of a variety of lane detection systems is compared to the ground truth and the error is computed for each system. Finally, quantitative analysis shows that the reference lane detection system presented in produces the most accurate lane detections which is depicted by the smallest error.
Keywords
computer graphics; interpolation; road vehicles; splines (mathematics); traffic engineering computing; video signal processing; ground truth information; highways; lane detection system evaluation; lane marker; road vehicle; spline interpolation; time-slicing; video visualization; Automated highways; Automation; Cities and towns; Interpolation; Land vehicles; Road vehicles; Spline; Testing; Vehicle driving; Visualization; Ground Truth; Inverse Perspective Mapping; Lane Detection; Lane Tracking; Matched Filtering;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location
Dallas, TX
ISSN
1520-6149
Print_ISBN
978-1-4244-4295-9
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2010.5495346
Filename
5495346
Link To Document