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License plate Chinese character recognition method

A technology of Chinese character recognition and license plate, which is applied in the field of intelligent transportation, can solve the problems of small amount of computation and difficult convergence of training algorithms, and achieve the effects of high time efficiency, good generalization ability, and avoiding repeated iterations

Inactive Publication Date: 2013-04-03
沈阳聚德视频技术有限公司
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AI Technical Summary

Problems solved by technology

The advantage of this method is that the calculation speed is fast, and it has better learning ability for training samples. The disadvantage is that the network structure is directly related to the generalization performance of the test samples, and the training algorithm is not easy to converge.
[0009] At present, there is no report on the Chinese character recognition method of the license plate that can meet the requirements of small amount of calculation, high efficiency, good algorithm convergence and good generalization ability at the same time.

Method used

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  • License plate Chinese character recognition method

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Embodiment Construction

[0059] The present invention will be further elaborated below in conjunction with the accompanying drawings of the description.

[0060] License plate Chinese character recognition method of the present invention comprises the following steps:

[0061] Construct training samples: artificially construct standard training sample grayscale images;

[0062] Image preprocessing: Preprocessing the grayscale image of the training sample, that is, converting the Chinese character image of the color license plate into a grayscale image, adjusting the size of the image, and then performing histogram equalization to generate a preprocessed grayscale image;

[0063] Frequency-domain band-pass filtering: perform band-pass filtering on the above-mentioned preprocessed gray-scale image through P Gaussian band-pass filters connected to each other to obtain P filtered gray-scale images; P=3~6, this P=4 in the embodiment.

[0064] Dimensionality reduction processing: the grayscale images afte...

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Abstract

The invention relates to a license plate Chinese character recognition method. The license plate Chinese character recognition method includes steps of manually constructing a standard training sample gray image; preprocessing the training sample gray image to generate a preprocessed gray image; performing band-pass filtering for the preprocessed gray image by the aid of P Gaussian band-pass filters with interconnected pass bands to obtain P filtered gray images; performing dimensionality reduction for the P filtered gray images by a linear or nonlinear process to form images with M-dimensional training sample characteristic vectors; and performing license plate Chinese character recognition for the images with the M-dimensional training sample characteristic vectors by the aid of an RBF (radial basis function) neural network after the images are subjected to dimensionality reduction, and outputting Chinese characters of license plates. The method has the advantages that the RBF neural network is adopted, network parameters are solved by an unsupervised clustering and least square process for solving linear equations, repeated iteration is avoided in a solving procedure, the time efficiency is high, algorithm convergence is good, and the method is high in generalization ability.

Description

technical field [0001] The invention relates to a license plate recognition technology in the field of intelligent transportation, in particular to a license plate Chinese character recognition method. Background technique [0002] Intelligent Transportation System (Intelligent Transportation System, ITS) started from the computerization of traffic management in the 1960s and 1970s. , Comprehensive transportation management system that plays a role in all directions. [0003] License Plate Recognition (LPR) is an important part of the intelligent transportation system, and it is a specific application of pattern recognition technology in the field of transportation. Its task is to analyze and process car images and automatically recognize car license plates. The LPR system can be widely used in important occasions that require license plate authentication, such as electronic toll collection, access control, highway flow monitoring, stolen vehicle inquiry, and parking lot v...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/66G06N3/08
Inventor 陆振波刘天宇董铁军付存伟于维双赵全邦袁锟孙利涛张雷宋晓航陈东基李丹
Owner 沈阳聚德视频技术有限公司
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