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International Journal of Machine Learning and Cybernetics
Published in: International Journal of Machine Learning and Cybernetics 4/2015

01-08-2015 | Original Article

Road crack detection using color variance distribution and discriminant analysis for approaching smooth vehicle movement on non-smooth roads

Authors: Chinthaka Premachandra, H. Waruna H. Premachandra, Chandana Dinesh Parape, Hiroharu Kawanaka

Published in: International Journal of Machine Learning and Cybernetics | Issue 4/2015

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Abstract

We present an image analysis based automatic road crack detection method for conducting smooth driving on non-smooth road surfaces. In the new proposal, first the road surface areas which include cracks are extracted as crack images by analyzing the color variance on norm. Then cracks are extracted from those areas by introducing a method on discriminant analysis. According to experiments using the images of different road surfaces, the new proposal showed better performances than the conventional approaches.
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Metadata
Title
Road crack detection using color variance distribution and discriminant analysis for approaching smooth vehicle movement on non-smooth roads
Authors
Chinthaka Premachandra
H. Waruna H. Premachandra
Chandana Dinesh Parape
Hiroharu Kawanaka
Publication date
01-08-2015
Publisher
Springer Berlin Heidelberg
Published in
International Journal of Machine Learning and Cybernetics / Issue 4/2015
Print ISSN: 1868-8071
Electronic ISSN: 1868-808X
DOI
https://doi.org/10.1007/s13042-014-0240-6

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