Image restoration method and device and electronic equipment

A repair method and image technology, applied in the field of image processing, can solve problems such as failure to consider complete details, unstable data training, and inability to meet high requirements for image repair visual effects.

Pending Publication Date: 2021-04-06
文思海辉智科科技有限公司
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Problems solved by technology

Image restoration is mainly to restore the missing part of the image. The existing image restoration methods mainly include image restoration methods based on structural information, image restoration algorithms based on texture information, and image restoration algorithms using deep learning technology; among them, based on structure The image restoration method of information mainly realizes image restoration through the principle of information diffusion. Although this technology can quickly and effectively repair missing images, it does not take into account the integrity of image restoration and the details of the image, resulting in The visual effect of the image is very poor; the...

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  • Image restoration method and device and electronic equipment
  • Image restoration method and device and electronic equipment
  • Image restoration method and device and electronic equipment

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Embodiment Construction

[0023] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions of the present invention will be clearly and completely described below in conjunction with the accompanying drawings. Obviously, the described embodiments are part of the embodiments of the present invention, not all of them. the embodiment. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0024] Aiming at the problem that the visual effect of the repaired image in the existing image restoration method is not ideal and cannot meet people’s high requirements for the visual effect of image restoration, the embodiment of the present invention provides an image restoration method, device and electronic equipment. , and the target mask with the same size as the missing area...

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Abstract

The invention provides an image restoration method and device, and electronic equipment. The method comprises the steps of obtaining a target image and a target mask corresponding to a to-be-restored image, wherein the target image is a to-be-restored image containing a preset color region, the preset color region is a region corresponding to a missing region in the to-be-restored image, the color of the preset color region is different from that of an edge region of the missing region in the to-be-restored image, and the target mask is a mask consistent with the missing region in the to-be-restored image in size; and inputting the target image and the target mask into a pre-trained deep convolutional generative adversarial network DCGAN to enable the DCGAN to output a target restored image corresponding to the to-be-restored image according to the target image and the target mask, thereby restoring the to-be-restored image through the target image and the target mask consistent with the missing area in size. It can be ensured that the restored missing area and the edge area in the target restored image are naturally connected, and the visual effect of image restoration is improved.

Description

technical field [0001] The invention relates to the technical field of image processing, in particular to an image restoration method, device and electronic equipment. Background technique [0002] Currently, image inpainting is an important problem in the field of computer vision and has important applications in many fields. Image restoration is mainly to restore the missing part of the image. The existing image restoration methods mainly include image restoration methods based on structural information, image restoration algorithms based on texture information, and image restoration algorithms using deep learning technology; among them, based on structure The image restoration method of information mainly realizes image restoration through the principle of information diffusion. Although this technology can quickly and effectively repair missing images, it does not take into account the integrity of image restoration and the details of the image, resulting in The visual ...

Claims

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Application Information

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IPC IPC(8): G06T5/00G06N3/08G06N3/04
CPCG06T5/008G06N3/08G06T2207/20081G06N3/045
Inventor 陈茜
Owner 文思海辉智科科技有限公司
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