Coupled Multi-Vehicle Detection and Classification with Prior Objectness Measure
文献类型：期刊论文
| 作者 | Yao YJ(姚彦洁) ; Tian B(田滨); Wang FY(王飞跃); Bin Tian
|
| 刊名 | IEEE Transactions on Vehicular Technology
 |
| 出版日期 | 2016-06-21 |
| 期号 | 99页码:1-1 |
| 关键词 | Object proposals multi-vehicle detection vehicle classification convolutional neural network (CNN) |
| 通讯作者 | Bin Tian |
| 英文摘要 | Vehicle recognition plays an important role in traffic surveillance systems, advanced driver assistance systems, and autonomous vehicles. This paper presents a novel approach for multi-vehicle recognition which considers vehicle space location and classification as a coupled optimization problem. It can speed up the detection process with more accurate vehicle region proposals, and can recognize multi-vehicles using a single model. The proposed detector is implemented by three stages: 1) Obtaining candidate vehicle locations with prior objectness measure; 2) classifying vehicle region proposals to distinguish three common types of vehicles (i.e. car, taxi, and bus) by a single convolutional neural network; and 3) coupling classification results with detection process which lead to fewer false positives. In experiments on high-resolution traffic images, our method achieves unique characteristics: 1) it matches the state-of-the-art detection accuracy; 2) it is more efficiently generating smaller set of high quality vehicle windows; 3) searching time is decreased about 30 times compared with other two popular detection schemes; and 4) it recognizes different vehicles in each image using a single CNN model with 8-layers. |
| 收录类别 | SCI |
| 源URL | [http://ir.ia.ac.cn/handle/173211/12262]  |
| 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 | Bin Tian |
| 作者单位 | 中国科学院自动化研究所 |
| 推荐引用方式 GB/T 7714 | Yao YJ,Tian B,Wang FY,et al. Coupled Multi-Vehicle Detection and Classification with Prior Objectness Measure[J]. IEEE Transactions on Vehicular Technology,2016(99):1-1. |
| APA | Yao YJ,Tian B,Wang FY,&Bin Tian.(2016).Coupled Multi-Vehicle Detection and Classification with Prior Objectness Measure.IEEE Transactions on Vehicular Technology(99),1-1. |
| MLA | Yao YJ,et al."Coupled Multi-Vehicle Detection and Classification with Prior Objectness Measure".IEEE Transactions on Vehicular Technology .99(2016):1-1. |
入库方式： OAI收割
来源：自动化研究所
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