A comprehensive review on analysis and implementation of recent image dehazing methods

SC Agrawal, AS Jalal - Archives of Computational Methods in Engineering, 2022 - Springer
Images acquired in poor weather conditions (haze, fog, smog, mist, etc.) are often severely
degraded. In the atmosphere, there exists two types of particles: dry particles (dust, smoke …

U2D2Net: Unsupervised Unified Image Dehazing and Denoising Network for Single Hazy Image Enhancement

B Ding, R Zhang, L Xu, G Liu, S Yang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Hazy images captured under ill-posed scenarios with scattering medium (ie haze, fog, or
smoke) are contaminated in visibility. Inevitably, these images are further degraded by …

Learning to dehaze with polarization

C Zhou, M Teng, Y Han, C Xu… - Advances in neural …, 2021 - proceedings.neurips.cc
Haze, a common kind of bad weather caused by atmospheric scattering, decreases the
visibility of scenes and degenerates the performance of computer vision algorithms. Single …

QCNN-H: Single-image dehazing using quaternion neural networks

V Frants, S Agaian, K Panetta - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Single-image haze removal is challenging due to its ill-posed nature. The breadth of real-
world scenarios makes it difficult to find an optimal dehazing approach that works well for …

MSAFF-Net: Multiscale attention feature fusion networks for single image dehazing and beyond

C Lin, X Rong, X Yu - IEEE transactions on multimedia, 2022 - ieeexplore.ieee.org
Single image dehazing is a critical problem in computer vision. However, most recently
proposed learning-based dehazing methods achieve unsatisfactory quality with dehazed …

Demosaicking DoFP images using Newton's polynomial interpolation and polarization difference model

N Li, Y Zhao, Q Pan, SG Kong - Optics express, 2019 - opg.optica.org
A demand for division of focal plane (DoFP) polarization imaging technology grows rapidly
as nanofabrication technologies become mature. For real-time polarization imaging, a DoFP …

TUSR-Net: triple unfolding single image dehazing with self-regularization and dual feature to pixel attention

X Song, D Zhou, W Li, Y Dai, Z Shen… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Single image dehazing is a challenging and ill-posed problem due to severe information
degeneration of images captured in hazy conditions. Remarkable progresses have been …

Polarimetric underwater image recovery via deep learning

H Hu, Y Zhang, X Li, Y Lin, Z Cheng, T Liu - Optics and lasers in …, 2020 - Elsevier
Polarimetric imaging is an effective way for clear vision in water, in which deducing the
object radiance in clear water from the obtained polarimetric information in turbid water is …

A hybrid framework for underwater image enhancement

X Li, G Hou, L Tan, W Liu - IEEE Access, 2020 - ieeexplore.ieee.org
Underwater captured images often suffer from poor visibility caused by two major
degradations: scattering and absorption. In this paper, we propose a hybrid framework for …

Semantic-guided polarization image fusion method based on a dual-discriminator GAN

J Liu, J Duan, Y Hao, G Chen, H Zhang - Optics Express, 2022 - opg.optica.org
Polarization image fusion is the process of fusing an intensity image and a polarization
parameter image solved by Stokes vector into a more detailed image. Conventional …