A systematic review and analysis of deep learning-based underwater object detection

S Xu, M Zhang, W Song, H Mei, Q He, A Liotta - Neurocomputing, 2023 - Elsevier
Underwater object detection is one of the most challenging research topics in computer
vision technology. The complex underwater environment makes underwater images suffer …

Underwater image processing and analysis: A review

M Jian, X Liu, H Luo, X Lu, H Yu, J Dong - Signal Processing: Image …, 2021 - Elsevier
With increasing attentions being drawn to the underwater observation and utilization of
marine resources in recent years, underwater image processing and analysis have become …

An underwater image enhancement benchmark dataset and beyond

C Li, C Guo, W Ren, R Cong, J Hou… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Underwater image enhancement has been attracting much attention due to its significance
in marine engineering and aquatic robotics. Numerous underwater image enhancement …

Underwater image enhancement with hyper-laplacian reflectance priors

P Zhuang, J Wu, F Porikli, C Li - IEEE Transactions on Image …, 2022 - ieeexplore.ieee.org
Underwater image enhancement aims at improving the visibility and eliminating color
distortions of underwater images degraded by light absorption and scattering in water …

Structure-revealing low-light image enhancement via robust retinex model

M Li, J Liu, W Yang, X Sun, Z Guo - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Low-light image enhancement methods based on classic Retinex model attempt to
manipulate the estimated illumination and to project it back to the corresponding reflectance …

U-shape transformer for underwater image enhancement

L Peng, C Zhu, L Bian - IEEE Transactions on Image …, 2023 - ieeexplore.ieee.org
The light absorption and scattering of underwater impurities lead to poor underwater
imaging quality. The existing data-driven based underwater image enhancement (UIE) …

Cross-view enhancement network for underwater images

J Zhou, D Zhang, W Zhang - Engineering Applications of Artificial …, 2023 - Elsevier
Single underwater image enhancement remains a challenging ill-posed problem, even with
advanced deep learning methods, due to the significant information degeneration and …

Bayesian retinex underwater image enhancement

P Zhuang, C Li, J Wu - Engineering Applications of Artificial Intelligence, 2021 - Elsevier
This paper develops a Bayesian retinex algorithm for enhancing single underwater image
with multiorder gradient priors of reflectance and illumination. First, a simple yet effective …

Underwater image enhancement quality evaluation: Benchmark dataset and objective metric

Q Jiang, Y Gu, C Li, R Cong… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Due to the attenuation and scattering of light by water, there are many quality defects in raw
underwater images such as color casts, decreased visibility, reduced contrast, et al.. Many …

Uncertainty inspired underwater image enhancement

Z Fu, W Wang, Y Huang, X Ding, KK Ma - European conference on …, 2022 - Springer
A main challenge faced in the deep learning-based Underwater Image Enhancement (UIE)
is that the ground truth high-quality image is unavailable. Most of the existing methods first …