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Image processing method, processing device and processing equipment

An image processing device and image processing technology, applied in the field of image processing, can solve the problems of lack of diversity in output images, difficult training, complex structure, etc., and achieve the effects of easy training, guaranteed diversity, and simple system

Active Publication Date: 2018-03-06
BOE TECH GRP CO LTD
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AI Technical Summary

Problems solved by technology

However, the structure of the image processing and conversion system in the prior art is complex and difficult to train, and the output images lack diversity

Method used

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  • Image processing method, processing device and processing equipment
  • Image processing method, processing device and processing equipment
  • Image processing method, processing device and processing equipment

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Embodiment Construction

[0041] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the drawings in the embodiments of the present invention. Apparently, the described embodiments are only part of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.

[0042] Embodiments of the present invention provide an image processing method, a processing device, and a processing device for realizing image conversion. The image processing method, processing device and processing equipment perform image conversion based on generative neural network, super-resolution neural network and content perception. The detailed information of the converted image is generated by adding a noisy image to the input. Use the co...

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Abstract

The invention provides an image processing method, processing device and processing equipment. Image conversion is realized by using a generative neural network with combination of the image content characteristics and the style characteristics, and the resolution of the converted image outputted by the generative neural network is enhanced accordingly by using a super-resolution neural network sothat the high-resolution converted image can be acquired. The image processing method comprises the steps that an input image is acquired; a first noise image and a second noise image are acquired; image conversion processing is performed on the input image by using the generative neural network according to the input image and the first noise image so as to output the converted first output image; and high-resolution conversion processing is performed on the first output image and the second noise image by using the super-resolution neural network so as to output a second output image, wherein the first noise image and the second noise image are different.

Description

technical field [0001] The present invention relates to image processing, in particular to an image processing method, processing device and processing equipment. Background technique [0002] Image processing and conversion using deep neural networks is a new technology emerging with the development of deep learning technology. However, the structures of image processing and conversion systems in the prior art are complex and difficult to train, and the output images lack diversity. Therefore, there is a need for an image processing method, device and device for realizing image conversion, which can not only ensure the consistency between the output image and the input image, but also ensure the diversity between different output images. Contents of the invention [0003] The present invention provides an image processing method, a processing device and a processing device, which use a generative neural network in combination with image content features and style feature...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06T3/40G06T5/00G06V10/764
CPCG06T3/4053G06T2207/20084G06T2207/20081G06T2207/10024G06T5/70H04N7/0117G06N3/08G06T11/00G06V10/82G06V10/764G06N3/047G06N3/045G06T5/60G06N3/02H04L63/0428
Inventor 刘瀚文那彦波
Owner BOE TECH GRP CO LTD
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