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Optimized Method for Iranian Road Signs Detection and recognition system

机译:伊朗道路标志检测识别系统的优化方法

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摘要

Road sign recognition is one of the core technologies in IntelligentTransport Systems. In the current study, a robust and real-time method ispresented to identify and detect the roads speed signs in road image indifferent situations. In our proposed method, first, the connected componentsare created in the main image using the edge detection and mathematicalmorphology and the location of the road signs extracted by the geometric andcolor data; then the letters are segmented and recognized by Multiclass SupportVector Machine (SVMs) classifiers. Regarding that the geometric and colorfeatures ate properly used in detection the location of the road signs, so itis not sensitive to the distance and noise and has higher speed and efficiency.In the result part, the proposed approach is applied on Iranian road speed signdatabase and the detection and recognition accuracy rate achieved 98.66% and100% respectively.
机译:道路标志识别是IntelligentTransport系统中的核心技术之一。在当前的研究中,提出了一种鲁棒的实时方法来识别和检测在道路图像无关情况下的道路速度标志。在我们提出的方法中,首先,使用边缘检测和数学形态学以及通过几何和颜色数据提取的路标位置,在主图像中创建连接的分量;然后将字母分割并由多类支持向量机(SVM)分类器识别。考虑到几何特征和颜色特征在道路标志位置的检测中得到了适当的应用,因此对距离和噪声不敏感,具有较高的速度和效率。在结果部分中,将所提出的方法应用于伊朗道路速度标志数据库和检测和识别准确率分别达到98.66%和100%。

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