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压缩感知在车牌识别系统中的应用研究
引用本文:申晓磊. 压缩感知在车牌识别系统中的应用研究[J]. 科学技术与工程, 2012, 12(19): 4797-4803
作者姓名:申晓磊
作者单位:东华大学信息科学与技术学院
基金项目:国家自然科学基金,上海市教育委员会科研创新重点项目
摘    要:分析车牌识别系统的数据采集过程,提出关于压缩感知理论的车牌识别系统的数据采集方法。对采集的车牌图像进行小波变换,将车牌图像变换成易传输,数据量较小的图像数据,使用正交匹配追踪算法以及小波逆变换对来自传输设备的车牌图像进行重建,并实现原始图像精确和近似重构。由仿真可知,压缩感知理论应用于车牌识别系统的数据采集传输过程,降低了传输数据量大小,并易于图像数据传输,且能以较小误差实现车牌图像的重构,同时有相应的硬件使用环境。

关 键 词:车牌识别系统  压缩感知  OMP算法  小波变换  图像处理
收稿时间:2012-03-25
修稿时间:2012-03-25

Compressed Sensing and its application in license plate Recognition System
shenxiaolei. Compressed Sensing and its application in license plate Recognition System[J]. Science Technology and Engineering, 2012, 12(19): 4797-4803
Authors:shenxiaolei
Affiliation:(College of Information Science and Technology,Donghua University,Shanghai 201620,P.R.China)
Abstract:The data collection process in license plate system are analyzed.Data collection method is proposed based on the compressed sensing license plate recognition system.Wavelet transform for acquired image,converted the license plate iamge into image data which is easy transfer and small,use OMP(orthogonal matching pursuit) algorithm and inverse wavelet transform reconstruct the license plate image from transmission equipment,and to achieve the precise and approximate the image reconstruction.From the experiment and the simulation calculation,compressed sensing theory is applied to data collection and transmission process in license plate recognition system,reducing the amount of data transfer size,to facilitate the image data transmission,and can achieve license plate image reconstruction by a smaller deviation,adapting to corresponding hardware environment.
Keywords:license plate recognition compressed sensing OMP algorithm wavelet transform image processing
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