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Real Time Vehicle License Plate Recognition on Mobile Devices

机译:移动设备上的实时车牌识别

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摘要

Automatic license plate recognition is useful in many contexts such as parking control, law enforcement and vehicle background checking. The high cost and low portability of commercial systems makes them inaccessible to the majority of end users. However, current mobile devices now have processors and cameras that make image processing and recognition applications feasible on them. This thesis investigates high accuracy real-time license plate recognition on a smartphone, taking into account device limitations. It first explores how, using the minimal image processing and simple configurable heuristics based on plate geometry, license plates and their characters can be detected in an image. Then, using minimal training data, it shows that a character recognition package can achieve high levels of accuracy. This approach accurately recognized 99 percent of plates appearing in a test set of videos of vehicles with New Zealand license plates.
机译:自动车牌识别在许多情况下都很有用,例如停车控制,执法和车辆背景检查。商业系统的高成本和低可移植性使大多数最终用户无法使用它们。但是,当前的移动设备现在具有处理器和相机,从而使图像处理和识别应用程序在其上变得可行。本文考虑了设备的局限性,研究了智能手机上的高精度实时车牌识别。首先探讨了如何使用最少的图像处理和基于车牌几何形状的简单可配置试探法,在图像中检测车牌及其字符。然后,使用最少的训练数据,它表明字符识别程序包可以达到很高的准确性。这种方法可以准确地识别出99%的车牌出现在带有新西兰车牌的车辆视频测试集中。

著录项

  • 作者

    Alshahrani Mohammed Ali A;

  • 作者单位
  • 年度 2013
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  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
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