Video flame and smoke based fire detection algorithms: A literature review

A Gaur, A Singh, A Kumar, A Kumar, K Kapoor - Fire technology, 2020 - Springer
This review is focused on video flame and smoke based fire detection algorithms for both
indoor and outdoor environments. It analyzes and discusses them in a taxonomical manner …

Recent advances in sensors for fire detection

F Khan, Z Xu, J Sun, FM Khan, A Ahmed, Y Zhao - Sensors, 2022 - mdpi.com
Fire is indeed one of the major contributing factors to fatalities, property damage, and
economic disruption. A large number of fire incidents across the world cause devastation …

Real-time video fire/smoke detection based on CNN in antifire surveillance systems

S Saponara, A Elhanashi, A Gagliardi - Journal of Real-Time Image …, 2021 - Springer
This work presents a real-time video-based fire and smoke detection using YOLOv2
Convolutional Neural Network (CNN) in antifire surveillance systems. YOLOv2 is designed …

Deepsmoke: Deep learning model for smoke detection and segmentation in outdoor environments

S Khan, K Muhammad, T Hussain, J Del Ser… - Expert Systems with …, 2021 - Elsevier
Fire disaster throughout the globe causes social, environmental, and economical damage,
making its early detection and instant reporting essential for saving human lives and …

Energy-efficient deep CNN for smoke detection in foggy IoT environment

S Khan, K Muhammad, S Mumtaz… - IEEE Internet of …, 2019 - ieeexplore.ieee.org
Smoke detection in Internet of Things (IoT) environment is a primary component of early
disaster-related event detection in smart cities. Recently, several smoke and fire detection …

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 …

Fire sensing technologies: A review

A Gaur, A Singh, A Kumar, KS Kulkarni… - IEEE Sensors …, 2019 - ieeexplore.ieee.org
The progress on fire sensing technologies has been quite substantial in recent years due to
advancements in sensing, information, and communications technologies. In this paper, the …

Efficient attention based deep fusion CNN for smoke detection in fog environment

L He, X Gong, S Zhang, L Wang, F Li - Neurocomputing, 2021 - Elsevier
Smoke detection based on video monitoring is of great importance for early fire warning.
However, most of the smoke detection methods based on neural network only consider the …

Deep smoke segmentation

F Yuan, L Zhang, X **a, B Wan, Q Huang, X Li - Neurocomputing, 2019 - Elsevier
Inspired by the recent success of fully convolutional networks (FCN) in semantic
segmentation, we propose a deep smoke segmentation network to infer high quality …

An automatic fire detection system based on deep convolutional neural networks for low-power, resource-constrained devices

PVAB de Venâncio, AC Lisboa, AV Barbosa - Neural Computing and …, 2022 - Springer
Large-scale fires have been increasingly reported in the news media. These events can
cause a variety of irreversible damage, what encourages the search for effective solutions to …