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Underwater image restoration method based on secondary guided transmission image

An underwater image and transmission map technology, applied in the field of image restoration, can solve the problem of large transmission map estimation, and achieve the effect of improving contrast, restoring color and details

Active Publication Date: 2020-01-14
DALIAN MARITIME UNIVERSITY
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, due to the different attenuation degrees of different wavelengths of light, red light with longer wavelengths attenuates faster in water, directly using the dark channel prior will lead to a larger estimate of the transmission map

Method used

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  • Underwater image restoration method based on secondary guided transmission image
  • Underwater image restoration method based on secondary guided transmission image
  • Underwater image restoration method based on secondary guided transmission image

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Experimental program
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Embodiment approach

[0059] In a preferred embodiment, the underwater imaging model formula in the step S05 is:

[0060] I c (x)=J c (x)t c (x)+A c (1-t c (x)), c ∈ {r, g, b};

[0061] Among them, I c (x) represents the original image, J c (x)tc(x) represents the direct component, A c (1-tc(x)) represents the background light scattering component, J c (x) represents the restored image, A c Indicates the background light intensity, t c (x) represents the refinement transmission map;

[0062] According to the background light obtained in the step S02 and the transmission map obtained in the step S04, combined with the underwater imaging model to perform inversion, the restoration formula is:

[0063]

[0064] Among them, α∈{R,G,B}, in order to avoid overflow caused by too low transmission map, add a lower limit t to t 0 , t 0 The value is 0.1. Since the restored image cannot guarantee that the value is in [0,1], the minimum-maximum normalized intensity value is used to adjust its va...

Embodiment

[0070] Such as figure 2 As shown, the present invention provides an experimental effect diagram after various algorithms restoration processing of underwater rocks with other algorithms. in diagram 2-1 represents the original image, Figure 2-2 Denotes the result graph of He; Figure 2-3 Indicates the result graph of Drews; Figure 2-4 Indicates the result plot of Iqbal; figure 2 -5 indicates Peng's result graph; figure 2 -6 represents the result graph of the method of the present invention. It can be seen from the experimental effect diagram that these five algorithms can restore the image to a certain extent, and improve the visibility and local detail effect of the image. The He and Drews algorithm has a color cast problem and poor visibility. Peng's algorithm removes fog from the original image, but the visibility is not good enough. The Iqbal algorithm enhances the visibility and color to a certain extent, but the method of the present invention has clear visi...

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Abstract

The invention provides an underwater image restoration method based on a secondary guided transmission image. The method comprises the following steps: firstly, inverting a red channel, and solving background light on an inverted image by using dark channel prior; secondly, solving saturation through an original image; solving a rough transmission image according to background light, saturation and red dark channel prior, decomposing the rough transmission image into a basic image and a detail image by using guided filtering, performing Laplace filtering processing on the basic image, performing guided filtering processing on the detail image, and reconstructing the processed image to obtain a refined transmission image; performing image restoration in combination with an underwater imaging model; and finally, performing automatic color gradation processing on the restored image to obtain a final restored image. The invention provides the underwater image restoration method based on the secondary guided transmission image. Secondary guided filtering and automatic color gradation are utilized, image details are effectively enhanced, the problem of color distortion is solved, and thevisual effect is improved.

Description

technical field [0001] The invention relates to an image restoration method, in particular to an underwater image restoration method based on a secondary guidance transmission map. Background technique [0002] In the case of shortage of land resources, the development and protection of marine resources is a far-reaching strategic choice. In recent years, underwater images have been widely used in many fields such as marine energy exploration, marine ecological protection, and marine military. However, due to the selective absorption of light by water and the scattering of suspended particles, the underwater image has color distortion, loss of details, and low contrast. [0003] Aiming at the problem of underwater image clarity, many restoration methods based on physical models have been proposed. For the degradation process of underwater images, imaging models are established, and clear underwater images are obtained by estimating parameters. Underwater image restoration ...

Claims

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Application Information

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IPC IPC(8): G06T5/00
CPCG06T2207/20024G06T2207/10024G06T5/00
Inventor 张维石周景春刘真真张卫东张得欢邹沛煜
Owner DALIAN MARITIME UNIVERSITY