Automated License Plate Detection using a Support Vector Machine

被引:0
作者
Miyata, Shigeharu [1 ]
Oka, Kenji [1 ]
机构
[1] Kinki Univ, Dept Robot, Sch Engn, Higashihiroshima, Japan
来源
2016 14TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV) | 2016年
关键词
License plate detection; Support vector machine; Machine learning; Image processing;
D O I
暂无
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 new method of detecting license plates in images of vehicles where the license plate is shown, and reports the detection results when this method was applied to detection of license plates on vehicles in Japan. This license plate detection process detects only the edge vertical components, and the candidate license plates are narrowed down using the contours obtained by dilation and erosion processing and region fill processing. A SVM (Support Vector Machine) based on negative and positive examples is used to determine whether or not a candidate area is a license plate, and finally the position of the license plate is identified. This study examined how the license plate detection results in license plate and non-license plate images were affected by differences in aspect ratios, differences in brightness between the vehicle body and license plate, and the number of positive and negative examples used for learning. The effectiveness of this method was confirmed to yield a license plate detection rate of approximately 90%.
引用
收藏
页数:5
相关论文
共 15 条
[1]  
Agui T., 1987, Transactions of the Institute of Electronics, Information and Communication Engineers D, VJ70D, P560
[2]  
[Anonymous], IJRET
[3]  
DANDU BR, 2012, INT J COMPUT ENG RES, V2, P795
[4]   Automatic License Plate Recognition (ALPR): A State-of-the-Art Review [J].
Du, Shan ;
Ibrahim, Mahmoud ;
Shehata, Mohamed ;
Badawy, Wael .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2013, 23 (02) :322-336
[5]  
Fujiyoshi Hironobu, 1997, IEICE TECH REPORT J, V80, P1627
[6]  
Kato Takehiko, 2012, SEI TECHNICAL REV, V181, P99
[7]  
Kwasnicka Halina, 2002, S METH ART INT AI ME
[8]  
Naito Takashi, 1998, IEICE TECH REPORT J, V81, P2019
[9]  
Ogiuchi Yasuo, 2014, SEI TECHNICAL REV, V184, P34
[10]  
Ogiuchi Yasuo, 2012, SEI TECHNICAL REV, V181, P95