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 …

Maxim: Multi-axis mlp for image processing

Z Tu, H Talebi, H Zhang, F Yang… - Proceedings of the …, 2022 - openaccess.thecvf.com
Recent progress on Transformers and multi-layer perceptron (MLP) models provide new
network architectural designs for computer vision tasks. Although these models proved to be …

A survey on analysis and implementation of state-of-the-art haze removal techniques

GH Babu, N Venkatram - Journal of Visual Communication and Image …, 2020 - Elsevier
Haze is a poor-quality state described by the opalescent appearance of the atmosphere
which reduces the visibility. It is caused by high concentrations of atmospheric air pollutants …

Trust xai: Model-agnostic explanations for ai with a case study on iiot security

M Zolanvari, Z Yang, K Khan, R Jain… - IEEE internet of things …, 2021 - ieeexplore.ieee.org
Despite artificial intelligence (AI)'s significant growth, its “black box” nature creates
challenges in generating adequate trust. Thus, it is seldom utilized as a standalone unit in …

Single image dehazing via fusion of multilevel attention network for vision-based measurement applications

G Sahu, A Seal… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Nowadays, researchers use vision-based measurement tools to record, detect, and monitor
an atmospheric phenomenon called haze. It impedes the proper functioning of many …

Blockage prediction using wireless signatures: Deep learning enables real-world demonstration

S Wu, M Alrabeiah, C Chakrabarti… - IEEE Open Journal of …, 2022 - ieeexplore.ieee.org
Overcoming the link blockage challenges is essential for enhancing the reliability and
latency of millimeter wave (mmWave) and sub-terahertz (sub-THz) communication networks …

Nighttime single image dehazing via pixel-wise alpha blending

T Yu, K Song, P Miao, G Yang, H Yang, C Chen - IEEE Access, 2019 - ieeexplore.ieee.org
In this paper, we propose a novel method to address the nighttime single image dehazing
problem. Estimation of the ambient illumination map and transmission map are the key steps …

MWA-MNN: Multi-patch wavelet attention memristive neural network for image restoration

D **e, H **ao, Y Zhou, S Duan, X Hu - Expert Systems with Applications, 2024 - Elsevier
Adverse weather conditions can severely reduce the image quality captured by outdoor
imaging devices. However, most existing image restoration algorithms are designed for …

Trends and prospects of techniques for haze removal from degraded images: A survey

G Sahu, A Seal, D Bhattacharjee… - … on Emerging Topics …, 2022 - ieeexplore.ieee.org
For the last two decades, image processing techniques have been used frequently in
computer vision applications. The most challenging task in image processing is restoring …

Deep residual haze network for image dehazing and deraining

C Wang, Z Li, J Wu, H Fan, G **ao, H Zhang - IEEE Access, 2020 - ieeexplore.ieee.org
Image dehazing on a hazy image aims to remove the haze and make the image scene clear,
which attracts more and more research interests in recent years. Most existing image …