模板匹配在停车线违规检测中的实现

D. K. Larasati, Iwan Setyawan
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引用次数: 2

摘要

道路标记是位于路面上方的标志,它结合了一条线或一个符号,并为道路使用者提供视觉指导信息。道路标线的一个例子是斑马线后面的停车线。许多侵犯行人权利的行为都是由机动车辆实施的,尤其是因为车辆没有停在停车线后面。本文提出了一种利用模板匹配方法检测此类交通违法行为的系统。该方法是数字图像处理中的一种技术,用于查找图像中与图像模板匹配的小部分,从而检测是否存在交通违法行为。该系统为每个数据集(上午、下午和晚上)使用适当的模板图像。该系统对上午和下午数据集的准确率分别约为100%和78%,对晚上数据集的精度为70%。因此,总体平均准确率为83%。影响整体准确性性能的主要因素是无法从早晚数据集中自动提取数据集的最佳模板。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Implementation of Template Matching on Detection of Stop Line Violations
Road marking is a sign located above the road surface that combines either a line or a symbol and provides information as visual guidance to road users. One example of road marking is the stop line behind the zebra crossing. Many violations of pedestrian rights are committed by motorized vehicles, especially because vehicles do not stop behind the stop line. This paper proposes a system to detect this type of traffic violation using the template matching method. This method is a technique in digital image processing to find small parts of the image that match the image template, so it can detect whether there is a traffic violation or not. This system uses the appropriate template images for each dataset (morning, afternoon, and evening). The system produces accuracy performances for the morning and afternoon dataset of about 100% and 78% respectively, and for the evening dataset is 70%. So, the overall average accuracy rate is 83%. The main factor affecting the overall accuracy performance is the inability to automatically extract the best template for the dataset from the morning and evening datasets.
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