An Underwater Image Enhancement Method Based on Optimal Restoration Parameters

An underwater image and parameter technology, applied in image enhancement, image analysis, image data processing, etc., can solve the problems of insufficient illumination around, low image contrast, poor contrast, etc., to achieve real-time automatic image restoration, rich marine resources, Effects that improve image quality

Active Publication Date: 2021-10-19
SHANGHAI OCEAN UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

1) Light attenuates exponentially when propagating in water and light of different wavelengths has different attenuation rates when propagating in water. These reasons cause problems such as low image contrast, blurring and color distortion
2) Affected by underwater suspended particles and dissolved organic matter in water, the underwater images taken have large noise
3) In order to improve the underwater imaging range, artificial light sources are often used as auxiliary light sources, which will introduce non-uniform illumination to the image, resulting in a bright spot in the center of the underwater image and insufficient surrounding illumination.
[0009] The above patent documents solve the problems of large amount of noise, poor contrast, and uneven illumination in underwater laser range-gated images, and enhance the images in a targeted manner. Underwater images can be adaptively adjusted for different underwater application scenarios and different types of degraded images. They should not be limited by application scenarios and external conditions. However, there is no corresponding disclosure of technical solutions that achieve better enhancement effects in many aspects such as brightness and lightness.
[0010] To sum up, there is a need for an underwater image suitable for different environments, to make adaptive adjustments to different underwater application scenarios and different types of degraded images, and should not be limited by application scenarios and external conditions. It is an underwater image enhancement method with better robustness and adaptive ability, and better enhancement effects in contrast, saturation, brightness, etc., but there is no report on this underwater image enhancement method.

Method used

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  • An Underwater Image Enhancement Method Based on Optimal Restoration Parameters
  • An Underwater Image Enhancement Method Based on Optimal Restoration Parameters
  • An Underwater Image Enhancement Method Based on Optimal Restoration Parameters

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Embodiment Construction

[0073] The specific embodiments provided by the present invention will be described in detail below in conjunction with the accompanying drawings.

[0074] Please refer to figure 1 , figure 1 It is a flowchart of an underwater image enhancement method based on optimal restoration parameters of the present invention. An underwater image enhancement method based on optimal restoration parameters, said method comprising the following steps:

[0075] Step S1, input an image, collect hundreds of high-quality underwater pictures as samples, and obtain the dark channel prior of the new underwater image;

[0076] Firstly, the high-quality underwater image data set is sorted out, and the DCP of "He" is used on the data set collected by the present invention to obtain the underwater dark channel prior of the present invention. Firstly, based on the underwater dark channel prior (UDCP) proposed by the present invention, using the underwater image imaging model (IFM) and using the mini...

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Abstract

The present invention relates to an underwater image enhancement method based on optimal restoration parameters, the method includes the following steps: the method includes the following steps: Step S1, input images, collect hundreds of high-quality underwater pictures as samples, Obtain the dark channel prior of the new underwater image; step S2, estimate the RGB three-channel transmission map based on the new UDCP conclusion; step S3, estimate the background light based on the fusion method; step S4, restore the image. Its advantages are as follows: the final output results show better enhancement effects in many aspects such as contrast, saturation, and brightness. Moreover, the method of the present invention is applicable to underwater images in different environments, and the enhanced images can be used in applications such as underwater detection, marine resource assessment, and target recognition.

Description

technical field [0001] The invention relates to the technical field of underwater image restoration and enhancement, in particular to an underwater image enhancement method based on optimal restoration parameters. Background technique [0002] The sea world contains a large amount of resources. Under the problems of land population explosion, resource depletion, and environmental degradation, developing and protecting the ocean is an important and strategic choice. The theory and practice of the transmission, acquisition and processing of marine information have played a key role in the rational development and protection of marine ecology, marine resources, and marine diversity. [0003] Underwater images are an important carrier of marine information. However, compared with images in natural environments, underwater images have more complex imaging principles, low contrast, and poor visibility. These factors have hindered the research on marine ecology, marine resources, ...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06T5/00G06T7/90
CPCG06T5/003G06T5/005G06T7/90
Inventor 黄冬梅宋巍王龑王建魏立斐李明慧
Owner SHANGHAI OCEAN UNIV
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