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An online traffic sign recognition system for intelligent driver assistance

机译:用于智能驾驶辅助的在线交通标志识别系统

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摘要

This paper proposes a system that is capable of detecting, recognizing and indicating traffic signs to the driver to provide a safe and convenient driving experience. The system is composed of three phases; image pre-processing phase, detection phase and recognition phase. Image pre-processing phase deals with image segmentation that is employed to enhance the images to obtain clearer information under variable lighting conditions. During the detection phase, the objective is to find traffic signs in the input image frames and to return the regional coordinates of detected signs. In order to detect traffic signs, a cascade classifier was trained to analyse the frame and to detect signs in each frame. In the recognition phase, a multiclass support vector machine image category classifier was trained to recognize and alert the driver. The system comprised of these phases is capable of detecting, recognizing and alerting traffic signs with 98.6% accuracy while the vehicle is moving at a speed in the range of 40-45 km/h.
机译:本文提出了一种能够检测,识别和指示驾驶员交通标志的系统,以提供安全便捷的驾驶体验。该系统由三个阶段组成。图像预处理阶段,检测阶段和识别阶段。图像预处理阶段处理图像分割,该分割用于增强图像以在可变光照条件下获得更清晰的信息。在检测阶段,目标是在输入图像帧中找到交通标志,并返回检测到的标志的区域坐标。为了检测交通标志,训练了级联分类器以分析帧并检测每个帧中的标志。在识别阶段,对多类支持向量机图像类别分类器进行了训练,以识别并警告驾驶员。当车辆以40-45 km / h的速度行驶时,由这些阶段组成的系统能够以98.6%的精度检测,识别和警告交通标志。

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