DocumentCode :
460685
Title :
A Simple Method for Chinese License Plate Recognition Based on Support Vector Machine
Author :
Chi, Xiaojun ; Dong, Junyu ; Liu, Aihua ; Zhou, Huiyu
Author_Institution :
Dept. of Comput. Sci., Ocean Univ. of China, Qingdao
Volume :
3
fYear :
2006
fDate :
25-28 June 2006
Firstpage :
2141
Lastpage :
2145
Abstract :
We present a simple method based on support vector machine (SVM) for Chinese license plate recognition. By firstly pre-processing the input images containing license plates, a set of normalized subimages can be obtained, each of which contains a number, an English letter or a Chinese character. We then transform these subimages into vectors by simply using pixel values. In this way, we can avoid the problem of excessive dependency on feature extraction during recognition. Next, scaling and cross-validation are performed to eliminate outliers and find the best parameters for the SVM model. We use real color images captured at a motorway toll in our experiments. Be compared with previous work based on neural network, the SVM-based method produces a higher correct recognition rate. Experimental results also show the superiority of the SVM-based method when only a small number of samples are available
Keywords :
character recognition; feature extraction; image colour analysis; support vector machines; Chinese character; Chinese license plate recognition; English letter; SVM; color images; feature extraction; preprocessing; subimages transformation; support vector machine; Character recognition; Color; Computer science; Feature extraction; Image edge detection; Image segmentation; Licenses; Pattern recognition; Support vector machine classification; Support vector machines;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications, Circuits and Systems Proceedings, 2006 International Conference on
Conference_Location :
Guilin
Print_ISBN :
0-7803-9584-0
Electronic_ISBN :
0-7803-9585-9
Type :
conf
DOI :
10.1109/ICCCAS.2006.284922
Filename :
4064328
Link To Document :
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