Image processing method, device and system and computer storage medium

Abstract

The embodiment of the invention provides an image processing method, device and system and a computer storage medium. The method comprises the step of generating a generative adversarial network, which comprises a generative model and a discrimination model, through the following way that: inputting an input image into the generative model to obtain an output image, wherein the input image and theoutput image have different styles; inputting the output image into the discrimination model to obtain an output value; according to a pre-defined loss function, training the generative model and thediscrimination mode until convergence is realized; and using the trained generative model to obtain a target image which has different styles with the input image of the trained generative model. Therefore, by use of the embodiment of the invention, the generative model can be obtained through training, on the basis of the generative model of the generative adversarial network, the target image which has different styles with the input image can be obtained, so that a dataset used for vehicle detection can be expanded, and therefore, a vehicle detection effect is guaranteed.

Description

technical field [0001] The present invention relates to the field of image processing, and more particularly relates to an image processing method, device, system and computer storage medium. Background technique [0002] Vehicle detection is an important aspect in the field of image detection. The effect of vehicle detection depends on a large amount of data, that is, a dataset. Insufficient data in the dataset will seriously affect the reliability of the detection results and cannot be adapted to a wider range of scenarios. Therefore, in the scene of vehicle detection, it is expected that there are various styles of data in the data set. Therefore, how to obtain various styles of data is one of the problems that need to be solved urgently. Contents of the invention [0003] The present invention has been made in consideration of the above-mentioned problems. The invention provides an image processing method, device, system and computer storage medium, capable of gener...

AI Technical Summary

Problems solved by technology

Insufficient data in the data set will seriously affect the reliability of the detection results and cannot adapt to a wider range of scenarios

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