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Image processing method, processing device and processing equipment

An image processing and image technology, applied in the field of image processing, can solve the problems of lack of diversity, difficult training and complex structure of output images, and achieve the effect of easy training, ensuring diversity and simple system

Active Publication Date: 2021-08-31
BOE TECH GRP CO LTD
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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 image lacks 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 in conjunction with the accompanying drawings in the embodiments of the present invention. Apparently, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative work all belong to 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 noise image to the input. Use the content featur...

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Abstract

An image processing method, processing device, and processing equipment are provided, which use a generative neural network combined with image content features and style features to realize image conversion, and on this basis, use a super-resolution neural network to increase the resolution of converted images output by the generative neural network , to obtain a high-resolution transformed image. The image processing method includes acquiring an input image; acquiring a first noise image and a second noise image; performing image conversion processing on the input image according to the input image and the first noise image by using a generative neural network to output a converted first output image: using a super-resolution neural network to perform high-resolution conversion processing on the first output image and the second noise image, and 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 transformation using deep neural networks is a new technology emerging with the development of deep learning 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. Therefore, there is a need for an image processing method, device and equipment for image conversion, which can ensure the consistency between the output image and the input image, and can 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 features to realize...

Claims

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Application Information

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Patent Type & Authority Patents(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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