Vehicle license plate recognition based on class-specific ers and SaE-ELM
Gou, Chao; Wang, Kunfeng(王坤峰); Li, Bo; Wang, Fei-Yue
2014
会议名称17th IEEE International Conference on Intelligent Transportation Systems
会议录名称IEEE International Conference on Intelligent Transportation Systems (ITSC)
卷号2014
页码2956-2961
会议日期2014
会议地点Qingdao, China
出版者IEEE, 345 E 47TH ST, NEW YORK, NY 10017 USA
摘要In this paper, an effective approach to vehicle license plate recognition based on Extremal Regions (ERs) and Self-adaptive Evolutionary Extreme Learning Machine (SaE-ELM) is proposed. In the license plate detection step, some computations including morphological operations, various filters, different contours and validations are sequentially performed to extract some image regions as candidate license plates. Then, accurate character segmentation is achieved through a proper selection of ERs. In the character recognition step, the HOG (histogram of oriented gradients) feature vector in each character region is extracted, and then the characters are recognized using an offline trained pattern classifier of SaE-ELM. Experimental results show that our approach works quite well in complex traffic environments.
学科领域Civil Engineering
DOI10.1109/ITSC.2014.6958164
收录类别EI
引用统计
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/5101
专题多模态人工智能系统全国重点实验室_平行智能技术与系统团队
通讯作者Wang, Kunfeng(王坤峰)
作者单位1.Qingdao Acad Intelligent Ind, Qingdao 266109, Peoples R China
2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Gou, Chao,Wang, Kunfeng,Li, Bo,et al. Vehicle license plate recognition based on class-specific ers and SaE-ELM[C]:IEEE, 345 E 47TH ST, NEW YORK, NY 10017 USA,2014:2956-2961.
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