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License plate detection method and device

A technology of license plate detection and detection method, which is applied in the field of target detection and can solve problems such as poor license plate detection effect

Pending Publication Date: 2021-09-10
ZHEJIANG DAHUA TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The embodiment of the present invention provides a license plate detection method and device, the method and device can solve the problem in the prior art that the target detection model has a poor license plate detection effect in extreme weather

Method used

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  • License plate detection method and device
  • License plate detection method and device

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Embodiment Construction

[0071] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments.

[0072] In the prior art, random noise is often generated based on artificially set rules, for example, Gaussian noise or salt-and-pepper noise, and the vehicle image preprocessed by the random noise is used for training the license plate detection model. However, the random noise generated based on the artificially set rules is quite different from the environmental noise caused by real extreme weather, which leads to the poor detection effect of the license plate detection model obtained by training on the license plate in practical application.

[0073] In view of this, the embodiment of the present invention provides a detection method of a license plate, in this method, by learning the environmental noise contained in the first vehicle image acq...

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Abstract

The embodiment of the invention provides a license plate detection method and device. The method and device can solve the problem that in the prior art, a target detection model is poor in license plate detection effect in extreme weather. The license plate detection method comprises the following steps: acquiring a plurality of first vehicle images which correspond to various extreme weather types and contain different types of environmental noise and a plurality of second vehicle images corresponding to non-extreme weather types; training a pre-constructed generative adversarial network based on the first vehicle image and the random noise, and processing the random noise by using a trained adversarial network model to generate target noise; fusing the target noise with the second vehicle image to obtain a third vehicle image; training a pre-constructed target detection network based on the first vehicle image, the second vehicle image and the third vehicle image to obtain a license plate detection model; and detecting the new vehicle image based on the license plate detection model to determine the actual position of the first license plate.

Description

technical field [0001] The invention relates to the technical field of target detection, in particular to a detection method and device for a license plate. Background technique [0002] At present, for a motor vehicle driving on a highway or parked on the roadside, if the motor vehicle is speeding or parked illegally, the license plate of the motor vehicle is often detected, and on the basis of the detected license plate, the The license plate number is identified as the basis for subsequent fines. However, the effect of license plate detection is greatly affected by weather factors. For example, when the weather is clear, the target detection model has better detection performance for motor vehicle license plates; when the weather is severe, such as heavy rain, snow or fog, The target detection model cannot detect the motor vehicle license plate more accurately, which in turn leads to the inability to accurately recognize the license plate number. [0003] In the prior a...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/34G06K9/62G06N3/04G06N3/08
CPCG06N3/08G06N3/045G06F18/253
Inventor 刘秩铭邵明王耀农
Owner ZHEJIANG DAHUA TECH CO LTD
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