Role of Restored Underwater Images in Underwater Imaging Applications [PDF]
Applied System Innovation, 2021 Underwater images are extremely sensitive to distortion occurring in an aquatic underwater environment, with absorption, scattering, polarization, diffraction and low natural light penetration representing common problems caused by sea water.
Jarina Raihan A +2 more
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Underwater image restoration with Haar wavelet transform and ensemble of triple correction algorithms using Bootstrap aggregation and random forests [PDF]
Scientific Reports, 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 ...
Vahid Rowghanian
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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.
Mohua Zhang, Jianhua Peng
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Adaptive fusion based deep learning framework for restoring underwater image quality using multi scale attention features [PDF]
Scientific ReportsImages captured underwater often encounter quality degradation issues, such as blurring of details, low contrast, non-uniform illumination, and colour deviations.
T. Veeramakali +2 more
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Hybrid Underwater Image Enhancement via Dual Transmission Optimization and Transformer-Based Feature Fusion [PDF]
SensorsDue to complex underwater environments characterized by severe scattering, absorption, and color distortion, accurate restoration remains challenging. This paper proposes a hybrid approach combining dual transmission estimation, adaptive ambient light ...
Ning Hu, Shuai Li, Jindong Tan
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Underwater dam image enhancement based on CNN-transformer fusion [PDF]
Scientific ReportsIn the field of hydropower engineering, the safety inspection of underwater dam structures relies heavily on high-precision image analysis. However, images captured by underwater robots generally suffer from optical degradation issues, such as speckle ...
Zhenggang Yang +6 more
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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
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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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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
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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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