An Improved Multi-Classifier Road Detection Applied to Navigation of Automatic Land Vehicle through Remote Calling

Article Preview

Abstract:

This paper proposes a technique of calling ALV remotely. Firstly, sending the GPS information of the target to the ALV by wireless network, then path planning is completed by prepared map data. If the target is changing in navigation, a new path to the terminal point will be to re-plan. AdaBoost algorithm [1] is introduced for implementingroad detection; different types of classifiers are trained to detect different road surfaces. In conclusion, the ALV is able to determine driving directions on different road surfaces.

You might also be interested in these eBooks

Info:

Periodical:

Advanced Materials Research (Volumes 403-408)

Pages:

1233-1239

Citation:

Online since:

November 2011

Export:

Price:

Permissions CCC:

Permissions PLS:

Сopyright:

© 2012 Trans Tech Publications Ltd. All Rights Reserved

Share:

Citation:

[1] Yoav Freund and Robert E. Schapire,"Experiments with a New Boosting Algorithm,"inProc. 13th Int'l Conf. Machine Learning, pp.148-156, 1996.

Google Scholar

[2] YanivAlon, AndrasFerencz and AmnonShashua, "Off-road Path Following using Region Classification and Geometric ProjectionConstraints," inIEEE Computer Society Conference on Computer Vision and Pattern Recognition, vol. 1, pp.689-696, 2006.

DOI: 10.1109/cvpr.2006.213

Google Scholar

[3] Ming-Kuei Hu, "Visual Pattern Recognition by Moment Invariants,"IRE Transactions on Information Theory, pp.179-187, 1962.

DOI: 10.1109/tit.1962.1057692

Google Scholar

[4] Shuai Yuan and YingLiTian, "Rotation and Illumination Invariant Texture Analysis," International Congress on Image and Signal Processing, pp.2643-2647, 2010.

Google Scholar

[5] Sung-Soo Kim and Jong-Hyun Lee, "A study on design of dynamic route guidance system using forecasted travel time based on GPS data and modified shortest path algorithm," in Proc. IEEE/IEEJ/JSAI International Conference on  Intelligent Transportation Systems, pp.44-48, 1999.

DOI: 10.1109/itsc.1999.821025

Google Scholar