A fast algorithm for license plate detection in various conditions

被引:19
|
作者
Zhang, Huaifeng [1 ]
Jia, Wenjing [1 ]
He, Xiangjian [1 ]
Wu, Qiang [1 ]
机构
[1] Univ Technol Sydney, Fac Informat Technol, POB 123, Sydney, NSW 2007, Australia
来源
2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS | 2006年
基金
澳大利亚研究理事会;
关键词
D O I
10.1109/ICSMC.2006.385226
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a fast algorithm detecting license plates in various conditions. There are three main contributions in this paper. The first contribution is that we define a new vertical edge map, with which the license plate detection algorithm is extremely fast. The second contribution is that we construct a cascade classifier which is composed of two kinds of classifiers. The classifiers based on statistical features decrease the complexity of the system. They are followed by the classifiers based on Haar-features, which make it possible to detect license plate in various conditions. Our algorithm is robust to the variance of the illumination, view angle, the position, size and color of the license plates when working in complex environment. The third contribution is that we experimentally analyze the relations of the scaling factor with detection rate and processing time. On the basis of the analysis, we select the optimal scaling factor in our algorithm. In the experiments, both high detection rate (with low false positive rate) and high speed are achieved when the algorithm is used to detect license plates in various complex conditions.
引用
收藏
页码:2420 / +
页数:2
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