High-resolution single image dehazing using encoder-decoder architecture

S Bianco, L Celona, F Piccoli… - Proceedings of the …, 2019 - openaccess.thecvf.com
In this work we propose HR-Dehazer, a novel and accurate method for image dehazing. An
encoder-decoder neural network is trained to learn a direct mapping between a hazy image …

[PDF][PDF] 散射成像研究现状及展望

金欣, 王枭宇, 杜东宇, 范逸辉, 季向阳 - Laser & Optoelectronics …, 2021 - researching.cn
摘要散射介质广泛存在于自然界中, 透过散射介质成像在医学, 自动驾驶, 国家安全等领域具有
重要的科学意义和应用价值. 简要综述了散射成像技术的发展, 从弹道光和散射光的角度出发 …

Single-image dehazing via depth-guided deep retinex decomposition

H Chen, R Chen, L Ma, N Li - The Visual Computer, 2023 - Springer
In this paper, we explore the problem of single-image haze removal based on retinex model
and new deep retinex decomposition architecture. Reformulating dehazing as reverse …

Deep Dehazing Powered by Image Processing Network

G Kim, J Park, J Kwon - … of the IEEE/CVF Conference on …, 2023 - openaccess.thecvf.com
Image processing is a very fundamental technique in the field of low-level vision. However,
with the development of deep learning over the past five years, most low-level vision …

Illumination controllable dehazing network based on unsupervised retinex embedding

J Gui, X Cong, L He, YY Tang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
On the one hand, the dehazing task is an ill-posedness problem, which means that no
unique solution exists. On the other hand, the dehazing task should take into account the …

Underexposed image correction via hybrid priors navigated deep propagation

R Liu, L Ma, Y Zhang, X Fan… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Enhancing visual quality for underexposed images is an extensively concerning task that
plays an important role in various areas of multimedia and computer vision. Most existing …

Reverse gamma correction based GARCH model for underwater image dehazing and detail exposure

F Alenezi, A Armghan, AG Alharbi, Ş Öztürk… - Expert Systems with …, 2023 - Elsevier
Underwater imaging poses significant challenges as water alters the behavior of light in
comparison to air or vacuum. Therefore, it is crucial to effectively utilize the unique …

Compensation Atmospheric Scattering Model and Two-Branch Network for Single Image Dehazing

X Wang, X Chen, W Ren, Z Han, H Fan… - … on Emerging Topics …, 2024 - ieeexplore.ieee.org
Most existing dehazing networks rely on synthetic hazy-clear image pairs for training, and
thus fail to work well in real-world scenes. In this paper, we deduce a reformulated …

A physics based generative adversarial network for single image defogging

W Liu, R Yao, G Qiu - Image and Vision Computing, 2019 - Elsevier
In the field of single image defogging, there are two main methods. One is the image
restoration method based on the atmospheric scattering theory which can recover the image …

WMCP-EM: An integrated dehazing framework for visibility restoration in single image

S Gautam, TK Gandhi, BK Panigrahi - Computer Vision and Image …, 2023 - Elsevier
Adopting local patches for varying haze conditions is crucial for optimizing the performance
in single image dehazing. We propose a novel two-fold method with a prime focus on self …