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An Efficient Real-Time Traffic Sign Recognition System for Intelligent Vehicles with Smart Phones

机译:具有智能手机的智能车辆的高效实时交通标志识别系统

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In recent years, intelligent vehicles and smart phones have become more and more popular. The traffic sign recognition system is one kind of driving assistance system (DAS) which is used to automatically inform the driver the traffic sign information by a head up display (HUD), monitor, or speaker device. Hence this system is helpful to reduce driver distraction to increase driver safety. In this paper, an efficient real-time traffic sign recognition scheme is proposed for intelligent vehicles. The proposed scheme can integrate in-vehicle computing devices and smart phones to construe an in-vehicle traffic sign recognition system. This scheme contains four major stages: video frame capturing and transmitting, image preprocess, traffic sign detection, and character/icon extraction and recognition. The smart phone first captures videos and then extracts video frames in certain frame-rate. These extracted frames can be transmitted to an in-vehicle computing device by a wireless network (Bluetooth, WiMAX, Wi-Fi etc.) The preprocess employs some image processing to improve and transform the video frames to keep a stable quality for following detection and recognition schemes. At following stages, this paper presents some efficient and accurate traffic sign detection and recognition schemes which contain color selection, shape recognition, character/icon extraction and recognition. The experimental results shows that the proposed scheme only averagely spends 0.085 seconds for a video frame and its average accuracy can achieve about 98%. Hence, the proposed scheme can keep lower computing complexity, however it still can obtain a well accuracy.
机译:近年来,智能汽车和智能手机已经变得越来越流行。该交通标志识别系统是一种驾驶辅助系统(DAS),其用于自动地由一个头通知驾驶员该交通标志信息视显示器(HUD),监视器或扬声器装置的。因此,该系统有利于减少驾驶者分心,增加驾驶员的安全。在本文中,一个高效的实时交通标志识别方案,提出了智能车辆。该方案可以在车内集成的计算设备和智能手机来解释的车载交通标志识别系统。该方案包含四个主要阶段:视频帧捕获和传送,图像预处理,交通标志的检测,和字符/图标提取和识别。智能手机第一捕获视频,然后提取某些帧速率的视频帧。这些抽取的帧可以由无线网络(蓝牙,WiMax,无线网络等)的预处理采用一些图像处理,以改进和变换所述视频帧,以保持稳定的质量为以下的检测和被发送到车载计算设备识别方案。在以下阶段,提出了含有选色,形状识别,字符/图标提取和识别一些有效和精确的交通标志检测和识别方案。实验结果表明,所提出的方案仅平均花费0.085秒对于视频帧,其平均精度可达到约98%。因此,该方案可以保持较低的计算复杂性,但它仍然能够获得良好的精度。

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