Neural-edge-based vehicle detection and traffic parameter extraction

被引:61
作者
Ha, DM [1 ]
Lee, JM [1 ]
Kim, YD [1 ]
机构
[1] Ajou Univ, Dept Elect Engn, Suwon 442749, South Korea
关键词
vehicle detection; vehicle classification; background extraction; neural network; traffic monitoring;
D O I
10.1016/j.imavis.2004.05.006
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Vehicle detection is a fundamental component of image-based traffic monitoring system. In this paper, we propose a neural-edge-based vehicle detection method to improve the accuracy of vehicle detection and classification. In this method, the feature information is extracted by the seed-filling-based method and is presented to the input of neural network for vehicle detection and classification. The neural-edge-based vehicle detection method is effective and the correct rate of vehicle detection is higher than 96%, independent of environmental conditions. Also, traffic parameters, such as vehicle count, vehicle class, and vehicle speed, are extracted via vehicle tracking method (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:899 / 907
页数:9
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