A survey on vision-based outdoor smoke detection techniques for environmental safety

S Chaturvedi, P Khanna, A Ojha - ISPRS Journal of Photogrammetry and …, 2022 - Elsevier
Early stage smoke detection using image and video analysis is an important area of
research due to its enormous applications in mitigating fire hazards and ensuring …

Dark-channel based attention and classifier retraining for smoke detection in foggy environments

X Gong, H Hu, Z Wu, L He, L Yang, F Li - Digital Signal Processing, 2022 - Elsevier
Vision-based smoke detection is a quite important task in practical application. In recent
years, deep learning methods with reasonable computational complexity and accuracy are …

Real-time factory smoke detection based on two-stage relation-guided algorithm

Z Wang, D Yin, S Ji - Scientific Reports, 2022 - nature.com
Recently, air quality analysis based on image sensing devices has attracted much attention.
Since most smoke images in real scenes have challenging variances, which is difficult for …

[PDF][PDF] U-Net Inspired Deep Neural Network-Based Smoke Plume Detection in Satellite Images.

A Balasundaram, A Shaik, JK Banga… - … , Materials & Continua, 2024 - cdn.techscience.cn
Industrial activities, through the human-induced release of Green House Gas (GHG)
emissions, have been identified as the primary cause of global warming. Accurate and …

An efficient fire detection system based on deep neural network for real-time applications

H Gupta, N Nihalani - Signal, Image and Video Processing, 2024 - Springer
Fires represent an important risk to an entire planet, destroying everything from huge cities
to impenetrable forests. This can be prevented using fire detection systems, but have been …

Deep Learning-based Wildfire Smoke Detection using Uncrewed Aircraft System Imagery

KR Mahmud, L Wang, X Liu, L Jiahao… - 2024 21st International …, 2024 - ieeexplore.ieee.org
Recent years have seen notable advancements in wildfire smoke detection, particularly in
Uncrewed Aircraft Systems (UAS)-based detection employing diverse deep learning (DL) …

Development of prototype kit for fire detection in a peat swamp forest: Test run results

SA Hamzah, MN Dalimin, MM Som… - AIP Conference …, 2023 - pubs.aip.org
The sensor node series consists of a combination of several sensors that can send data to
the cloud server directly using a GSM MODEM. This article proposes a prototype of kit for fire …

Contextual Interaction Enhancement Network for Smoke Detection

J Lin, C Fu, Q Huang, Y Zhu - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Smoke detection can warn fires and prevent them. Visual-based smoke detection has
gained more attention. However, there is a lack of publicly available smoke datasets in this …

Dark-channel mixed attention based neural networks for smoke detection in fog environment

L Yang, X Gong, Z Wu, Y Han, L He, F Li - Adjunct Proceedings of the …, 2021 - dl.acm.org
Although deep learning has been widely applied to smoke detection tasks, most of these
methods only consider the problem in normal weather, which leads to a drastic performance …

Real-Time Smoke Detection Network Based on Multi-Scale Feature Recognition and Lightweight Architecture Design

G Li, Y Li, S Jiang - … on Systems, Man, and Cybernetics (SMC), 2024 - ieeexplore.ieee.org
Forest fires have significantly impacted global ecosystems and human societies,
necessitating the development of efficient and accurate early smoke detection technologies …