Deep learning-based visual detection of marine organisms: A survey

N Wang, T Chen, S Liu, R Wang, HR Karimi, Y Lin - Neurocomputing, 2023 - Elsevier
Most recently, deep learning-based visual detection has attracted rapidly increasing
attention paid to marine organisms, thereby expecting to significantly benefit ocean ecology …

A reinforcement learning paradigm of configuring visual enhancement for object detection in underwater scenes

H Wang, S Sun, X Bai, J Wang… - IEEE Journal of Oceanic …, 2023 - ieeexplore.ieee.org
This article investigates the problem of enhancing underwater visual observations for the
purpose of accurate underwater object detection. Most existing underwater visual …

A Review of Homography Estimation: Advances and Challenges

Y Luo, X Wang, Y Liao, Q Fu, C Shu, Y Wu, Y He - Electronics, 2023 - mdpi.com
Images captured from different viewpoints or devices have often exhibited significant
geometric and photometric differences due to factors such as environmental variations …

A two-stage underwater enhancement network based on structure decomposition and characteristics of underwater imaging

S Wu, T Luo, G Jiang, M Yu, H Xu… - IEEE Journal of …, 2021 - ieeexplore.ieee.org
Due to the scattering and attenuation of light into the water, the underwater image usually
appears with color distortion, blurred details, and low contrast. To address these problems, a …

Underwater image enhancement based on deep learning and image formation model

X Chen, P Zhang, L Quan, C Yi, C Lu - arXiv preprint arXiv:2101.00991, 2021 - arxiv.org
Underwater robots play an important role in oceanic geological exploration, resource
exploitation, ecological research, and other fields. However, the visual perception of …

Self-supervised monocular underwater depth recovery, image restoration, and a real-sea video dataset

N Varghese, A Kumar… - Proceedings of the …, 2023 - openaccess.thecvf.com
Underwater (UW) depth estimation and image restoration is a challenging task due to its
fundamental ill-posedness and the unavailability of real large-scale UW-paired datasets …

Udepth: Fast monocular depth estimation for visually-guided underwater robots

B Yu, J Wu, MJ Islam - 2023 IEEE International Conference on …, 2023 - ieeexplore.ieee.org
In this paper, we present a fast monocular depth estimation method for enabling 3D
perception capabilities of low-cost underwater robots. We formulate a novel end-to-end …

UIEGAN: Adversarial learning-based photorealistic image enhancement for intelligent underwater environment perception

G Han, M Wang, H Zhu, C Lin - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Underwater image enhancement (UIE) is an essential task for intelligent environment
perception in underwater remote visual sensing scenarios. However, the computing power …

Unsupervised learning of depth estimation from imperfect rectified stereo laparoscopic images

H Luo, C Wang, X Duan, H Liu, P Wang, Q Hu… - Computers in biology and …, 2022 - Elsevier
Background Learning-based methods have achieved remarkable performances on depth
estimation. However, the premise of most self-learning and unsupervised learning methods …

Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments

PN Leite, AM Pinto - Information Fusion, 2024 - Elsevier
Exploiting stronger winds at offshore farms leads to a cyclical need for maintenance due to
the harsh maritime conditions. While autonomous vehicles are the prone solution for O&M …