MLFcGAN: Multilevel feature fusion-based conditional GAN for underwater image color correction

X Liu, Z Gao, BM Chen - IEEE Geoscience and Remote …, 2019 - ieeexplore.ieee.org
Color correction for underwater images has received increasing interest, due to its critical
role in facilitating available mature vision algorithms for underwater scenarios. Inspired by …

Emerging from water: Underwater image color correction based on weakly supervised color transfer

C Li, J Guo, C Guo - IEEE Signal processing letters, 2018 - ieeexplore.ieee.org
Underwater vision suffers from severe effects due to selective attenuation and scattering
when light propagates through water. Such degradation not only affects the quality of …

WaterGAN: Unsupervised generative network to enable real-time color correction of monocular underwater images

J Li, KA Skinner, RM Eustice… - IEEE Robotics and …, 2017 - ieeexplore.ieee.org
This letter reports on WaterGAN, a generative adversarial network (GAN) for generating
realistic underwater images from in-air image and depth pairings in an unsupervised …

Underwater color restoration using u-net denoising autoencoder

Y Hashisho, M Albadawi, T Krause… - … Symposium on Image …, 2019 - ieeexplore.ieee.org
Visual inspection of underwater structures by vehicles, eg remotely operated vehicles
(ROVs), plays an important role in scientific, military, and commercial sectors. However, the …

Underwater color disparities: Cues for enhancing underwater images toward natural color consistencies

H Wang, S Sun, P Ren - … on Circuits and Systems for Video …, 2023 - ieeexplore.ieee.org
We observe that a natural image tends to exhibit similar histograms for color channels in the
RGB color space and consistent statistical estimates for color channels in the Lab color …

An imaging information estimation network for underwater image color restoration

J Lu, F Yuan, W Yang, E Cheng - IEEE Journal of Oceanic …, 2021 - ieeexplore.ieee.org
Computer vision plays an important role in scientific research, resource exploration, and
other underwater applications. However, it suffers from the severe color distortion, which is …

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 …

UGIF-Net: An efficient fully guided information flow network for underwater image enhancement

J Zhou, B Li, D Zhang, J Yuan, W Zhang… - … on Geoscience and …, 2023 - ieeexplore.ieee.org
Light traveling through water results in strong scattering across color channels, restricting
visibility in underwater images. Many cutting-edge underwater image enhancement …

UIDEF: A real-world underwater image dataset and a color-contrast complementary image enhancement framework

L Chang, H Song, M Li, M Xiang - ISPRS Journal of Photogrammetry and …, 2023 - Elsevier
Numerous underwater image enhancement methods have been proposed in recent years.
However, these methods are mainly evaluated using synthetic datasets with similar …

FDCE-Net: underwater image enhancement with embedding frequency and dual color encoder

Z Cheng, G Fan, J Zhou, M Gan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Underwater images often suffer from various issues such as low brightness, color shift,
blurred details, and noise due to light absorption and scattering caused by water and …