Underwater Image Restoration Based on A New Underwater Image Formation Model
IEEE Access, 2018 Underwater image restoration is crucial for compute applications and consumer electronics. However, restoring underwater image from a single image is an odd-ill problem due to the complicated underwater environment. To improve the visual quality of underwater image, we propose an underwater image restoration method.
Mohua Zhang, Jianhua Peng
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Underwater image restoration with Haar wavelet transform and ensemble of triple correction algorithms using Bootstrap aggregation and random forests. [PDF]
Sci Rep, 2022 This paper presents both a new strategy for traditional underwater image restoration using Haar wavelet transform as well as a new learned model that generates an ensemble of triple correction algorithm labels based on histogram quadrants’ cumulative ...
Rowghanian V.
europepmc +2 more sources
Research on the Influence of Underwater Image Enhancement Restoration on the Accuracy of Deep Learning Object Detection [PDF]
Jisuanji gongcheng, 2023 Due to the particularity of the underwater environment, underwater optical images often suffer from degradation issues such as color cast, blur, and low contrast.
Xieliu YANG, Guowen MEN, Wenfeng LIANG, Dan WANG, Zhengyi XIE, Huijie FAN
doaj +1 more source
Underwater Optical Image Restoration Method for Natural/Artificial Light
Journal of Marine Science and Engineering, 2023 This paper investigates the underwater optical image restoration method under the background of underwater target detection based on optical vision in AUVs.
Tianchi Zhang +3 more
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Adaptive fusion based deep learning framework for restoring underwater image quality using multi scale attention features. [PDF]
Sci RepImages captured underwater often encounter quality degradation issues, such as blurring of details, low contrast, non-uniform illumination, and colour deviations.
Veeramakali T, Sayeed MS, Yogarayan S.
europepmc +2 more sources
From shallow sea to deep sea: research progress in underwater image restoration
Frontiers in Marine Science, 2023 Underwater images play a crucial role in various fields, including oceanographic engineering, marine exploitation, and marine environmental protection.
Wei Song +5 more
doaj +1 more source
Journal of Marine Science and Engineering, 2023 This study proposes Combining Attention and Brightness Adjustment Network (CABA-Net), a deep learning network for underwater image restoration, to address the issues of underwater image color-cast, low brightness, and low contrast.
Jianhua Zheng +6 more
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Underwater Single-Image Restoration with Transmission Estimation Using Color Constancy
Journal of Marine Science and Engineering, 2022 The issue of underwater image restoration was investigated in this paper. Specifically, the color constancy of a single image was used to estimate the transmission map (TM), which can be used in the image formation model to restore the underwater image ...
Wenbo Zhang, Weidong Liu, Le Li
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Underwater Image Restoration Method Based on Multi-Frame Image under Artificial Light Source
Journal of Marine Science and Engineering, 2023 This paper studies the underwater image restoration problem in autonomous operation of AUV guided by underwater visual. An improved underwater image restoration method is developed based on multi-frame neighboring images under artificial light source. At
Tianchi Zhang +3 more
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Benchmarking Underwater Image Enhancement and Restoration, and Beyond
IEEE Access, 2020 Image enhancement and restoration is among the most investigated topics in the field of underwater machine vision. The objective image quality assessment is a fundamental part of optimizing underwater enhancement and restoration technologies.
Guojia Hou +5 more
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