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 …

A survey on underwater computer vision

SP González-Sabbagh, A Robles-Kelly - ACM Computing Surveys, 2023 - dl.acm.org
Underwater computer vision has attracted increasing attention in the research community
due to the recent advances in underwater platforms such as of rovers, gliders, autonomous …

A deep CNN method for underwater image enhancement

Y Wang, J Zhang, Y Cao, Z Wang - 2017 IEEE international …, 2017 - ieeexplore.ieee.org
Underwater images often suffer from color distortion and visibility degradation due to the
light absorption and scattering. Existing methods utilize various assumptions/constrains to …

UID2021: An underwater image dataset for evaluation of no-reference quality assessment metrics

G Hou, Y Li, H Yang, K Li, Z Pan - ACM Transactions on Multimedia …, 2023 - dl.acm.org
Achieving subjective and objective quality assessment of underwater images is of high
significance in underwater visual perception and image/video processing. However, the …

Underwater image enhancement using an edge-preserving filtering retinex algorithm

P Zhuang, X Ding - Multimedia Tools and Applications, 2020 - Springer
We develop a novel edge-preserving filtering retinex algorithm for single underwater image
enhancement, in which gradient domain guided image filtering (GGF) priors of reflection and …

Underwater image enhancement using contrast limited adaptive histogram equalization and layered difference representation

G Ulutas, B Ustubioglu - Multimedia Tools and Applications, 2021 - Springer
Underwater images, which have low contrast and visibility as a result of selective attenuation
based on the wavelength of the light passing through water, needs some corrections to …

Scale-aware feature pyramid architecture for marine object detection

F Xu, H Wang, J Peng, X Fu - Neural Computing and Applications, 2021 - Springer
Marine object detection is an appealing but challengeable task in computer vision. Even
though recent popular object detection algorithms perform well on common classes, they …

UMGAN: Underwater image enhancement network for unpaired image-to-image translation

B Sun, Y Mei, N Yan, Y Chen - Journal of Marine Science and …, 2023 - mdpi.com
Due to light absorption and scattering underwater images suffer from low contrast, color
distortion, blurred details, and uneven illumination, which affect underwater vision tasks and …

Underwater image enhancement using improved CNN based defogging

M Zheng, W Luo - Electronics, 2022 - mdpi.com
Due to refraction, absorption, and scattering of light by suspended particles in water,
underwater images are characterized by low contrast, blurred details, and color distortion. In …

Underwater image enhancement with latent consistency learning‐based color transfer

H Yang, F Tian, Q Qi, QMJ Wu, K Li - IET Image Processing, 2022 - Wiley Online Library
Due to the inevitable wavelength‐dependent light absorption and forward/backward
scattering, underwater images usually suffer severe color distortion and are hazy. It has …