A neural network based technique for automatic classification of road cracks

Bray, J., Verma, B,, Li, X. and He, W. (2006). A neural network based technique for automatic classification of road cracks. In: L. Wang, 2006 International Joint Conference on Neural Networks. International Joint conference on Neural Networks 2006 (IJCNN '06), Vancouver, Canada, (907-912). 16-21 July 2006.

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Author Bray, J.
Verma, B,
Li, X.
He, W.
Title of paper A neural network based technique for automatic classification of road cracks
Conference Paper Type Fully Published Paper
Conference name International Joint conference on Neural Networks 2006 (IJCNN '06)    (ERA 2010 Rank A)
DOI 10.1109/IJCNN.2006.246782
Conference location Vancouver, Canada
Conference dates 16-21 July 2006
Proceedings title 2006 International Joint Conference on Neural Networks
Editor L. Wang
Place published Piscatawa, NJ, U.S.A.
Publisher IEEE - Institute of Electrical Electronics Engineers Inc.
Publication date 2006
ISBN 0-7803-9490-9
Start page 907
End page 912
Total pages 6
Collection year 2006
Language eng
Abstract/Summary This paper presents a neural network based technique for the classification of segments of road images into cracks and normal images. The density and histogram features are extracted. The features are passed to a neural network for the classification of images into images with and without cracks. Once images are classified into cracks and non-cracks, they are passed to another neural network for the classification of a crack type after segmentation. Some experiments were conducted and promising results were obtained. The selected results and a comparative analysis are included in this paper.
Subjects E1
280212 Neural Networks, Genetic Alogrithms and Fuzzy Logic
700103 Information processing services
Keyword Neural network
Road images
Image classification
Image segmentation
Q-Index Code E1
Q-Index Status Provisional Code
Institutional Status UQ

 
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Created: Thu, 23 Aug 2007, 22:32:49 EST