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 …

An overview of underwater vision enhancement: From traditional methods to recent deep learning

K Hu, C Weng, Y Zhang, J **, Q **a - Journal of Marine Science and …, 2022 - mdpi.com
Underwater video images, as the primary carriers of underwater information, play a vital role
in human exploration and development of the ocean. Due to the optical characteristics of …

UIEC^ 2-Net: CNN-based underwater image enhancement using two color space

Y Wang, J Guo, H Gao, H Yue - Signal Processing: Image Communication, 2021 - Elsevier
Underwater image enhancement has attracted much attention due to the rise of marine
resource development in recent years. Benefit from the powerful representation capabilities …

A variational framework for underwater image dehazing and deblurring

J **e, G Hou, G Wang, Z Pan - IEEE Transactions on Circuits …, 2021 - ieeexplore.ieee.org
Underwater captured images are usually degraded by low contrast, hazy, and blurry due to
absorbing and scattering, which limits their analyses and applications. To address these …

Beyond single reference for training: Underwater image enhancement via comparative learning

K Li, L Wu, Q Qi, W Liu, X Gao, L Zhou… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Due to the wavelength-dependent light absorption and scattering, the raw underwater
images are usually inevitably degraded. Underwater image enhancement (UIE) is of great …

Diving deeper into underwater image enhancement: A survey

S Anwar, C Li - Signal Processing: Image Communication, 2020 - Elsevier
The powerful representation capacity of deep learning has made it inevitable for the
underwater image enhancement community to employ its potential. The exploration of deep …

Underwater image enhancement with global–local networks and compressed-histogram equalization

X Fu, X Cao - Signal Processing: Image Communication, 2020 - Elsevier
Due to the light absorption and scattering, captured underwater images usually contain
severe color distortion and contrast reduction. To address the above problems, we combine …

An experimental-based review of image enhancement and image restoration methods for underwater imaging

Y Wang, W Song, G Fortino, LZ Qi, W Zhang… - IEEE …, 2019 - ieeexplore.ieee.org
Underwater images play a key role in ocean exploration but often suffer from severe quality
degradation due to light absorption and scattering in water medium. Although major …

Underwater vision enhancement technologies: A comprehensive review, challenges, and recent trends

J Zhou, T Yang, W Zhang - Applied Intelligence, 2023 - Springer
Cameras are integrated with various underwater vision systems for underwater object
detection and marine biological monitoring. However, underwater images captured by …

Perceptual underwater image enhancement with deep learning and physical priors

L Chen, Z Jiang, L Tong, Z Liu, A Zhao… - … on Circuits and …, 2020 - ieeexplore.ieee.org
Underwater image enhancement, as a pre-processing step to support the following object
detection task, has drawn considerable attention in the field of underwater navigation and …