Image processing method and device for ecological environment

An ecological environment and image processing technology, applied in the field of image processing, can solve problems such as unclear image edges, affecting image clarity, and no method for obtaining dehydrated images, so as to achieve the effect of improving edge clarity

Pending Publication Date: 2021-04-13
梁朝军
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, due to the many impurities in the water, there are water marks in the captured underwater pictures that affect the clarity of the image, and the edges of the image are not clear
In the prior art, there is no method for obtaining dehydrated images with accurate edges and eliminating the influence of water traces

Method used

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  • Image processing method and device for ecological environment
  • Image processing method and device for ecological environment
  • Image processing method and device for ecological environment

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Embodiment Construction

[0046] It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0047] The invention provides an underwater image processing method. refer to figure 1 As shown, it is a schematic flowchart of underwater image processing provided by an embodiment of the present invention. The method may be performed by a device, and the device may be implemented by software and / or hardware.

[0048] In this embodiment, the image processing method for the ecological environment includes:

[0049] S1. Obtain a recurrent generative adversarial network.

[0050] In the embodiment of the present invention, the recurrent generative adversarial network is a deep learning model network. Specifically, the cyclic generative adversarial network includes a generative network and a discriminant network, that is, a generator and a discriminator. In the cyclic generative adversarial network, the generator and...

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Abstract

The invention relates to the technical field of image processing, and provides an image processing method and device for an ecological environment. The method comprises the steps of obtaining a cyclic generative adversarial network; rewriting an original loss function in the cyclic generative adversarial network by utilizing an edge strong structural similarity loss function to obtain an edge improved adversarial loss function and an improved cyclic generative adversarial network containing the edge improved adversarial loss function; training the improved cyclic generative adversarial network through a training sample set to obtain an image dehydration processing model, the training sample set comprising an underwater image set and a dehydrated image set; acquiring a to-be-processed underwater image; and calling the image dehydration processing model to carry out dehydration processing on the to-be-processed underwater image to obtain a dehydrated image corresponding to the to-be-processed underwater image. Thus, dehydrated images with accurate edges can be acquired.

Description

technical field [0001] The invention relates to the technical field of image processing, in particular to an image processing method and device for ecological environment. Background technique [0002] With the development of society and the advancement of science and technology, human needs for ecological exploration and protection are gradually increasing. Underwater photography is an important method for studying ecological environments (such as underwater organisms). However, due to the many impurities in the water, there are water marks in the captured underwater pictures that affect the clarity of the images, and the edges of the images are not clear. In the prior art, there is no method for obtaining dehydrated images with accurate edges and eliminating the influence of water marks. Contents of the invention [0003] The purpose of the embodiments of the present invention is to provide an image processing method and device for ecological environment, the purpose of...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06T5/00G06N3/04G06N3/08
CPCG06N3/04G06N3/08G06T5/003G06T5/005G06T2207/20192
Inventor 梁朝军
Owner 梁朝军
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