Vehicle License Plate Recognition Based on Extremal Regions and Restricted Boltzmann Machines
文献类型：期刊论文
| 作者 | Gou, Chao1,2 ; Wang, Kunfeng1; Yao, Yanjie1,3; Li, Zhengxi4; Wang, Kunfeng(王坤峰)
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| 刊名 | IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
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| 出版日期 | 2016-04-01 |
| 卷号 | 17期号:4页码:1096-1107 |
| 关键词 | License plate detection license plate recognition hybrid discriminative restricted Boltzmann machines extremal regions |
| 通讯作者 | Wang, Kunfeng(王坤峰) |
| 英文摘要 | This paper presents a vehicle license plate recognition method based on character-specific extremal regions (ERs) and hybrid discriminative restricted Boltzmann machines (HDRBMs). First, coarse license plate detection (LPD) is performed by top-hat transformation, vertical edge detection, morphological operations, and various validations. Then, character-specific ERs are extracted as character regions in license plate candidates. Followed by suitable selection of ERs, the segmentation of characters and coarseto- fine LPD are achieved simultaneously. Finally, an offline trained pattern classifier of HDRBM is applied to recognize the characters. The proposed method is robust to illumination changes and weather conditions during 24 h or one day. Experimental results on thorough data sets are reported to demonstrate the effectiveness of the proposed approach in complex traffic environments. |
| WOS标题词 | Science & Technology ; Technology |
| 学科主题 | CIVIL ENGINEERING |
| 类目[WOS] | Engineering, Civil ; Engineering, Electrical & Electronic ; Transportation Science & Technology |
| 研究领域[WOS] | Engineering ; Transportation |
| 收录类别 | SCI |
| 原文出处 | http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7331292&filter%3DAND%28p_IS_Number%3A7442200%29 |
| 语种 | 英语 |
| WOS记录号 | WOS:000373133600019 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/10861]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队 |
| 通讯作者 | Wang, Kunfeng(王坤峰) |
| 作者单位 | 1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 2.Qingdao Acad Intelligent Ind, Qingdao 266109, Peoples R China 3.Natl Univ Def Technol, Res Ctr Computat Expt & Parallel Syst, Changsha 410073, Hunan, Peoples R China 4.North China Univ Technol, Beijing 100041, Peoples R China |
| 推荐引用方式 GB/T 7714 | Gou, Chao,Wang, Kunfeng,Yao, Yanjie,et al. Vehicle License Plate Recognition Based on Extremal Regions and Restricted Boltzmann Machines[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2016,17(4):1096-1107. |
| APA | Gou, Chao,Wang, Kunfeng,Yao, Yanjie,Li, Zhengxi,&Wang, Kunfeng.(2016).Vehicle License Plate Recognition Based on Extremal Regions and Restricted Boltzmann Machines.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,17(4),1096-1107. |
| MLA | Gou, Chao,et al."Vehicle License Plate Recognition Based on Extremal Regions and Restricted Boltzmann Machines".IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 17.4(2016):1096-1107. |
入库方式： OAI收割
来源：自动化研究所
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