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Image enhancement system and method, training method, medium and electronic device

An image enhancement and image technology, applied in the field of image processing, to achieve the effect of reducing training difficulty, good image enhancement effect, and reducing depth

Pending Publication Date: 2019-04-05
NETEASE MEDIA TECH BEIJING
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] For this reason, there is a great need for an improved image enhancement system that overcomes the impossibility of being applied in a production environment

Method used

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  • Image enhancement system and method, training method, medium and electronic device
  • Image enhancement system and method, training method, medium and electronic device
  • Image enhancement system and method, training method, medium and electronic device

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Embodiment Construction

[0036] The principle and spirit of the present invention will be described below with reference to several exemplary embodiments. It should be understood that these embodiments are given only to enable those skilled in the art to better understand and implement the present invention, rather than to limit the scope of the present invention in any way. Rather, these embodiments are provided so that this disclosure will be thorough and complete, and will fully convey the scope of the disclosure to those skilled in the art.

[0037] Those skilled in the art know that the embodiments of the present invention can be implemented as a system, device, device, method or computer program product. Therefore, the present disclosure may be embodied in the form of complete hardware, complete software (including firmware, resident software, microcode, etc.), or a combination of hardware and software.

[0038] According to the embodiments of the present invention, an image enhancement system ...

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PUM

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Abstract

The embodiment of the invention provides an image enhancement system. The image enhancement system comprises an input end, a multi-path part, a single-path part and an output end, And the input end isused for obtaining a to-be-processed image. And the multi-channel part is connected with the input end, the multi-channel part comprises a plurality of channels, and each channel comprises at least one convolution layer. And the single channel part comprises at least one convolution layer, is connected with the plurality of channels, and is used for fusing the outputs of the plurality of channelsinto an image enhancement result of the to-be-processed image through convolution calculation. And the output end is connected with the single-path part and is used for outputting the image enhancement result. In addition, the embodiment of the invention also provides an image enhancement method, a training method, a computer readable storage medium and electronic equipment.

Description

technical field [0001] Embodiments of the present invention relate to the field of image processing, and more specifically, embodiments of the present invention relate to an image enhancement system and method, a training method, a medium, and an electronic device. Background technique [0002] This section is intended to provide a background or context for implementations of the invention that are recited in the claims. The descriptions herein are not admitted to be prior art by inclusion in this section. [0003] At present, image enhancement methods can be divided into two categories. One is the traditional image enhancement method, which enhances images through various operators in the spatial domain and frequency domain. The other is to enhance the picture through the method of deep neural network. At present, the performance of the second type is much better than that of the first type. Taking NTIRE2017's winning network EDSR as an example, the network has a 32-laye...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06T1/20G06T5/00
CPCG06T1/20G06T5/00G06T2207/20081G06T2207/20084
Inventor 向博仁许盛辉刘彦东
Owner NETEASE MEDIA TECH BEIJING