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 …

Underwater image enhancement via principal component fusion of foreground and background

W Zhang, Q Liu, Y Feng, L Cai… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Underwater imaging systems have evolved into essential hardware equipment for
developing and utilizing marine resources. However, the complex underwater physical …

Attention-guided dynamic multi-branch neural network for underwater image enhancement

X Yan, W Qin, Y Wang, G Wang, X Fu - Knowledge-Based Systems, 2022 - Elsevier
Underwater images often suffer from quality deteriorations such as color deviation, reduced
contrast, and blurred details due to wavelength-dependent light absorption and scattering in …

ARWGAN: Attention-guided robust image watermarking model based on GAN

J Huang, T Luo, L Li, G Yang, H Xu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In the existing deep learning-based watermarking models, extracted image features for
fusing with watermark are not abundant enough and more critically, and essential features …

UVEB: A Large-scale Benchmark and Baseline Towards Real-World Underwater Video Enhancement

Y Xie, L Kong, K Chen, Z Zheng, X Yu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Learning-based underwater image enhancement (UIE) methods have made great progress.
However the lack of large-scale and high-quality paired training samples has become the …

Feature distillation and guide network for unsupervised underwater image enhancement

X Luan, Q Wang, H Fan, Z Han, Y Tang - Engineering Applications of …, 2024 - Elsevier
Recently, deep learning networks have made significant progress in underwater image
enhancement, but the shortage of paired labeled datasets has become a major obstacle to …

An improved YOLOV5 based on triplet attention and prediction head optimization for marine organism detection on underwater mobile platforms

Y Li, X Bai, C Xia - Journal of Marine Science and Engineering, 2022 - mdpi.com
Machine vision-based automatic detection of marine organisms is a fundamental task for the
effective analysis of production and habitat changes in marine ranches. However …

Seeing Through the Haze: A Comprehensive Review of Underwater Image Enhancement Techniques

LS Saoud, M Elmezain, A Sultan, M Heshmat… - IEEE …, 2024 - ieeexplore.ieee.org
Underwater imaging suffers from significant quality degradation due to light scattering and
absorption by water molecules, leading to color cast and reduced visibility. This hinders the …

Underwater Organism Color Fine-Tuning via Decomposition and Guidance

X Cong, J Gui, J Hou - Proceedings of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
Due to the wavelength-dependent light attenuation and scattering, the color of the
underwater organism usually appears distorted. The existing underwater image …

FastUNet: Fast hierarchical multi-patch underwater enhancement network for industrial recirculating aquaculture

S An, L Xu, Z Deng - Pattern Recognition, 2025 - Elsevier
The industrialized aquaculture with recirculating water systems has gained increasing
attention and rapid development in recent years. However, the existing underwater …