Traffic sign recognition and analysis for intelligent vehicles

被引:261
作者
de la Escalera, A [1 ]
Armingol, JM [1 ]
Mata, M [1 ]
机构
[1] Univ Carlos III Madrid, Div Syst Engn & Automat, Madrid 28911, Spain
关键词
object recognition; genetic algorithms; neural networks; traffic sign recognition; driver support systems; intelligent vehicles; intelligent transportation systems;
D O I
10.1016/S0262-8856(02)00156-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper deals with object recognition in outdoor environments. In this type of environments, lighting conditions cannot be controlled and predicted, objects can be partially occluded, and their position and orientation is not known a priori. The chosen type of objects is traffic or road signs, due to their usefulness for sign maintenance, inventory in highways and cities, Driver Support Systems and Intelligent Autonomous Vehicles. A genetic algorithm is used for the detection step, allowing an invariance localisation to changes in position, scale, rotation, weather conditions, partial occlusion, and the presence of other objects of the same colour. A neural network achieves the classification. The global system not only recognises the traffic sign but also provides information about its condition or state. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:247 / 258
页数:12
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