A comprehensive survey and taxonomy on single image dehazing based on deep learning

J Gui, X Cong, Y Cao, W Ren, J Zhang, J Zhang… - ACM Computing …, 2023 - dl.acm.org
With the development of convolutional neural networks, hundreds of deep learning–based
dehazing methods have been proposed. In this article, we provide a comprehensive survey …

PMS-net: Robust haze removal based on patch map for single images

WT Chen, JJ Ding, SY Kuo - … of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
In this paper, we proposed a novel haze removal algorithm based on a new feature called
the patch map. Conventional patch-based haze removal algorithms (eg the Dark Channel …

Single image defogging using deep learning techniques: past, present and future

N Sharma, V Kumar, SK Singla - Archives of Computational Methods in …, 2021 - Springer
Image dehazing play a vital role in several applications related to computer vision. The
prime motive of this paper is to provide the overview of the existing deep learning algorithms …

T-net: Deep stacked scale-iteration network for image dehazing

L Zheng, Y Li, K Zhang, W Luo - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Haze reduces the visibility of image content and leads to failure in handling subsequent
computer vision tasks. In this paper, we address the problem of single image dehazing by …

Single image defogging with a dual multiscale neural network model

Y Wang, X Li - Signal, Image and Video Processing, 2023 - Springer
Images captured by image acquisition systems in scenes with fog or haze contain missing
details, dull color, and reduced brightness. To address this problem, the dual multiscale …

Single image dehazing using attention layers in convolutional neural networks

VS Rao, P Vinay, D Uma - Journal of Intelligent & Fuzzy Systems - content.iospress.com
A hazy image is characterized by atmospheric conditions that reduce the image's clarity and
contrast, thereby making it less visible. This degradation in image quality can hinder the …

Vision Enhancement of Single Foggy Image using CNN

P Pandey, R Gupta, N Goel - 2022 4th International …, 2022 - ieeexplore.ieee.org
Fog removal from a single foggy scene is a tedious piece of work. Some of the existing
methodologies are based on various constraints and assumptions to evaluate fog free …