超分辨率识别车牌号码在低分辨率视频

Lakkhana Mallikarachchi, A. Dharmarathne
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引用次数: 2

摘要

监控录像在许多领域都是有用的信息来源,如犯罪调查和监控公共道路上的违法行为。在很多情况下,由于视频质量差或摄像机距离感兴趣的对象太远,无法从这些视频中提取所需的信息。提出了一种基于多图像超分辨率的低质量视频车牌区域改进技术。此外,提出了一种基于相位相关法的两步图像配准技术,用于车牌图像多区域对齐。以车牌自动识别系统为例,对该方法进行了评价。测试了该方法对车牌自动识别系统识别率的影响。使用压缩、低质量、真实的交通视频作为数据集。结果表明,该方法显著提高了图像的识别率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Super Resolution to Identify License Plate Numbers in Low Resolution Videos
Surveillance videos are useful as a source for extracting information in many areas such as crime investigations and monitoring offences in public roads. In many occasions, required information cannot be extracted from these videos due to the poor quality of the video or due to the large distance from camera to the interested object. A multiple image super resolution based technique to improve license plate regions in low quality videos has been proposed in this paper. Moreover, a two step image registration technique based on phase correlation method has been proposed to align multiple license plate image regions. The evaluation of the method was done based on an automatic number plate recognition system. The impact to the recognition rates of automatic number plate recognition system by using the proposed method is measured. Compressed, low quality, real traffic videos were used as the dataset. According to the results, a significant improvement of recognition rates achieved with the proposed method.
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