首页> 外文期刊>International Journal of Innovative Computing Information and Control >AN EFFICIENT ALGORITHM FOR IMPLEMENTING TRAFFIC SIGN DETECTION ON LOW COST EMBEDDED SYSTEM
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AN EFFICIENT ALGORITHM FOR IMPLEMENTING TRAFFIC SIGN DETECTION ON LOW COST EMBEDDED SYSTEM

机译:一种在低成本嵌入式系统上实现交通标志检测的有效算法

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摘要

This paper presents the implementation of traffic sign detection on a low cost embedded system. The proposed system consists of color thresholding, shape detection, and sign validation. An efficient color thresholding based on the red-blue angle color transformation (RBAT) and the normalized red color is employed to extract the red circular traffic sign in an image. Then an ellipse fitting technique is applied to detecting the circular sign. Further, a novel technique to validate the circular sign is proposed by employing the histogram of oriented gradient (HOG) which is calculated on the outer area of the sign. The experimental results show that the true positive rate of 0.92 and the precision of 0.97 could be achieved. The execution time of the proposed algorithm which is implemented on a Raspberry Pi Type 3 module is 48.17 ms. It provides a promising result for the real-time implementation.
机译:本文介绍了一种低成本嵌入式系统上交通标志检测的实现。拟议的系统包括颜色阈值,形状检测和符号验证。基于红-蓝角颜色变换(RBAT)和归一化的红色的有效颜色阈值用于提取图像中的红色圆形交通标志。然后将椭圆拟合技术应用于检测圆形符​​号。此外,提出了一种新颖的技术来验证圆形符号,方法是使用在符号外部区域计算的定向梯度直方图(HOG)。实验结果表明,可以实现0.92的真实阳性率和0.97的精度。在Raspberry Pi Type 3模块上实现的拟议算法的执行时间为48.17 ms。它为实时实施提供了有希望的结果。

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