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Color, Scale, and Rotation Independent Multiple License Plates Detection in Videos and Still Images

机译:视频和静止图像中与颜色,比例和旋转无关的多个车牌检测

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摘要

Most of the existing license plate (LP) detection systems have shown significant development in the processing of the images, with restrictions related to environmental conditions and plate variations. With increased mobility and internationalization, there is a need to develop a universal LP detection system, which can handle multiple LPs of many countries and any vehicle, in an open environment and all weather conditions, having different plate variations. This paper presents a novel LP detection method using different clustering techniques based on geometrical properties of the LP characters and proposed a new character extraction method, for noisy/missed character components of the LP due to the presence of noise between LP characters and LP border. The proposed method detects multiple LPs from an input image or video, having different plate variations, under different environmental and weather conditions because of the geometrical properties of the set of characters in the LP. The proposed method is tested using standard media-lab and Application Oriented License Plate (AOLP) benchmark LP recognition databases and achieved the success rates of 97.3% and 93.7%, respectively. Results clearly indicate that the proposed approach is comparable to the previously published papers, which evaluated their performance on publicly available benchmark LP databases.
机译:现有的大多数车牌(LP)检测系统在图像处理方面都显示出了显着的发展,并且受到与环境条件和车牌变化有关的限制。随着机动性和国际化程度的提高,需要开发一种通用的LP检测系统,该系统可以在开放环境和所有天气条件下,以不同的车牌变化来处理许多国家和任何车辆的多个LP。本文针对LP字符的几何特性,提出了一种基于LP字符几何特性的,采用不同聚类技术的LP检测方法,并提出了一种新的字符提取方法,用于处理LP字符与LP边界之间存在噪声导致的LP噪声/遗漏字符组成。所提出的方法由于LP中字符集的几何特性,在不同的环境和天气条件下,从输入的图像或视频中检测出具有不同印版变化的多个LP。使用标准的媒体实验室和面向应用的车牌(AOLP)基准LP识别数据库对所提出的方法进行了测试,成功率分别为97.3%和93.7%。结果清楚地表明,该提议的方法与以前发表的论文具有可比性,后者先前在公开基准LP数据库中评估了它们的性能。

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  • 来源
    《Mathematical Problems in Engineering》 |2016年第7期|9306282.1-9306282.14|共14页
  • 作者单位

    Visvesvaraya Natl Inst Technol, Dept Comp Sci & Engn, Nagpur 440010, Maharashtra, India;

    Visvesvaraya Natl Inst Technol, Dept Comp Sci & Engn, Nagpur 440010, Maharashtra, India;

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