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Vehicle model identification method and device based on experience playback, equipment and medium

A vehicle model and identification method technology, applied in the field of image processing, can solve problems such as lack of diversity, single information, and inability to meet the needs of vehicle information identification

Pending Publication Date: 2021-03-16
GUANGZHOU UNIVERSITY
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  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

The identification information of the traditional vehicle identification system is limited to the identification of the characters and colors of the number plate, the information that can be identified is single and lacks diversity, and the identification algorithm cannot dynamically self-adjust and update and expand the identification data set according to the actual application environment , in the face of the era of vehicle manufacturers frequently launching new models, it can no longer meet the needs of vehicle information identification

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  • Vehicle model identification method and device based on experience playback, equipment and medium
  • Vehicle model identification method and device based on experience playback, equipment and medium
  • Vehicle model identification method and device based on experience playback, equipment and medium

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Embodiment Construction

[0052] In order to make the purpose, technical solution and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present application, and are not intended to limit the present application.

[0053] Aiming at the problems existing in the prior art, the present invention provides a vehicle model recognition method, device, equipment and medium based on experience playback. The present invention proposes to use a deep convolutional neural network to increase the ability of vehicle model recognition for the vehicle recognition system, and designs an expansion method for vehicle appearance image training samples based on GAN (generated confrontation network). The vehicle exterior samples of the image generated using an optimized GAN with experience replay.

[0054...

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Abstract

The invention discloses a vehicle model identification method and device based on experience playback, equipment and a medium. The method comprises the steps: acquiring an original vehicle image, wherein the original vehicle image comprises vehicle model information; performing data expansion on the original vehicle image through a GAN network to obtain vehicle model sample data; inputting the vehicle model sample data into an adversarial network with experience playback for training to obtain a target model; identifying the acquired to-be-identified vehicle image according to the target model, and determining a vehicle model in the to-be-identified vehicle image. According to the method, the vehicle model identification capability is improved, the expansion method of the vehicle appearance image training sample is designed, the GAN generated image result is optimized by utilizing experience playback for the vehicle appearance sample with an unsatisfactory generation result, and the method can be widely applied to the technical field of image processing.

Description

technical field [0001] The invention relates to the technical field of image processing, in particular to a vehicle model recognition method, device, equipment and medium based on experience playback. Background technique [0002] The update and iteration speed of the automobile market continues to increase, and a large number of vehicles of different brands and models continue to emerge on the market. The existing technology lacks the means to effectively identify vehicle brand and model information. The identification information of the traditional vehicle identification system is limited to the identification of the characters and colors of the number plate, the information that can be identified is single and lacks diversity, and the identification algorithm cannot dynamically self-adjust and update and expand the identification data set according to the actual application environment , in the face of the era in which vehicle manufacturers frequently launch new models, i...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62G06N3/04
CPCG06V2201/08G06N3/045G06F18/2411G06F18/214Y02T10/40
Inventor 彭凌西李泽轩邵楚越江卓飞徐泽峰林泉余
Owner GUANGZHOU UNIVERSITY