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Real-Time System Based on Feature Extraction for Vehicle Detection and Classification

机译:基于特征提取的实时系统,用于车辆检测和分类

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摘要

Today, Road traffic video surveillance becomes the centre of several concerns. It presents an important way for analysis of road traffic in highways. Road traffic video surveillance can help to resolve many problems which can influence road safety. This paper presents a real-time management and control system which serve to analyze road traffic using a stationary camera. The proposed system can measure the quantity and characteristics of traffic in real time based on three modules, segmentation, classification and vehicle counting. Our contribution consists of developing a feature-based counting system for vehicle detection and recognition under the conditions which present a challenge in recent systems, such as occlusions, and illumination conditions. Our method can perform vehicle detection and classification by eliminating the influence of many factors on system efficiency. The obtained results show that the system proposed in this paper provides a counting rate higher than that of some existing methods.
机译:今天,道路交通视频监控成为几个问题的中心。它提出了一种分析高速公路道路交通的重要途径。道路交通视频监控有助于解决可能影响道路安全的许多问题。本文介绍了一个实时管理和控制系统,用于使用固定相机分析道路交通。所提出的系统可以基于三个模块,分割,分类和车辆计数实时测量交通的数量和特征。我们的贡献包括开发基于特征的计数系统,用于在最近的系统中提出挑战的条件下的车辆检测和识别,例如闭塞和照明条件。我们的方法可以通过消除许多因素对系统效率的影响来进行车辆检测和分类。所得结果表明,本文提出的系统提供了比某些现有方法高的计数率。

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