Underwater image enhancement via weighted wavelet visual perception fusion

W Zhang, L Zhou, P Zhuang, G Li, X Pan… - … on Circuits and …, 2023 - ieeexplore.ieee.org
Underwater images typically suffer from various quality degradation issues due to the
scattering and absorption of light, but these degraded-quality underwater images are …

CATNet: Cascaded attention transformer network for marine species image classification

W Zhang, G Chen, P Zhuang, W Zhao… - Expert Systems with …, 2024 - Elsevier
Complex physicochemical environmental effects result in the underwater species images'
highly intricate and diverse backgrounds, which poses significant challenges for identifying …

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 …

Semantic attention and relative scene depth-guided network for underwater image enhancement

T Chen, N Wang, Y Chen, X Kong, Y Lin, H Zhao… - … Applications of Artificial …, 2023 - Elsevier
In this paper, to solve unique underwater degradation challenges covering low contrast,
color deviation and blurring, etc., a novel semantic attention and relative scene depth …

WSDS-GAN: A weak-strong dual supervised learning method for underwater image enhancement

Q Liu, Q Zhang, W Liu, W Chen, X Liu, X Wang - Pattern Recognition, 2023 - Elsevier
Abstract Underwater Image Enhancement (UIE) is a crucial preprocessing step for
underwater vision tasks. Addressing the challenge of training supervised deep learning …

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 …

A Comprehensive Survey on Underwater Image Enhancement Based on Deep Learning

X Cong, Y Zhao, J Gui, J Hou, D Tao - arXiv preprint arXiv:2405.19684, 2024 - arxiv.org
Underwater image enhancement (UIE) is a challenging research task in the field of
computer vision. Although hundreds of UIE algorithms have been proposed, a …

Coarse-to-fine underwater image enhancement with lightweight CNN and attention-based refinement

A Khandouzi, M Ezoji - Journal of Visual Communication and Image …, 2024 - Elsevier
This paper presents a deep learning-based underwater image enhancement method
supported by a classical image processing technique. The proposed method includes an …

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 …

PAFPT: Progressive aggregator with feature prompted transformer for underwater image enhancement

J Yang, S Zhu, H Liang, S Bai, F Jiang… - Expert Systems with …, 2025 - Elsevier
The optical characteristics of underwater environments often result in distorted underwater
images, which makes it difficult to meet the needs of complex underwater environment …