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 …

A survey of machine learning algorithms based forest fires prediction and detection systems

F Abid - Fire technology, 2021 - Springer
Forest fires are one of the major environmental concerns, each year millions of hectares are
destroyed over the world, causing economic and ecological damage as well as human lives …

A survey on technologies for automatic forest fire monitoring, detection, and fighting using unmanned aerial vehicles and remote sensing techniques

C Yuan, Y Zhang, Z Liu - Canadian journal of forest research, 2015 - cdnsciencepub.com
Because of their rapid maneuverability, extended operational range, and improved
personnel safety, unmanned aerial vehicles (UAVs) with vision-based systems have great …

Advancements in forest fire prevention: A comprehensive survey

F Carta, C Zidda, M Putzu, D Loru, M Anedda, D Giusto - Sensors, 2023 - mdpi.com
Nowadays, the challenges related to technological and environmental development are
becoming increasingly complex. Among the environmentally significant issues, wildfires …

Video fire detection–review

AE Çetin, K Dimitropoulos, B Gouverneur… - Digital Signal …, 2013 - Elsevier
This is a review article describing the recent developments in Video based Fire Detection
(VFD). Video surveillance cameras and computer vision methods are widely used in many …

An efficient fire detection method based on multiscale feature extraction, implicit deep supervision and channel attention mechanism

S Li, Q Yan, P Liu - IEEE Transactions on Image Processing, 2020 - ieeexplore.ieee.org
Recent progress in vision-based fire detection is driven by convolutional neural networks.
However, the existing methods fail to achieve a good tradeoff among accuracy, model size …

Fire detection in video sequences using a generic color model

T Celik, H Demirel - Fire safety journal, 2009 - Elsevier
In this paper, a rule-based generic color model for flame pixel classification is proposed. The
proposed algorithm uses YCbCr color space to separate the luminance from the …

Aerial images-based forest fire detection for firefighting using optical remote sensing techniques and unmanned aerial vehicles

C Yuan, Z Liu, Y Zhang - Journal of Intelligent & Robotic Systems, 2017 - Springer
Due to their fast response capability, low cost and without danger to personnel safety since
there is no human pilot on-board, unmanned aerial vehicles (UAVs) with vision-based …

UAV-based forest fire detection and tracking using image processing techniques

C Yuan, Z Liu, Y Zhang - 2015 International Conference on …, 2015 - ieeexplore.ieee.org
In this paper, an unmanned aerial vehicle (UAV) based forest fire detection and tracking
method is proposed. Firstly, a brief illustration of UAV-based forest fire detection and tracking …

Flame detection using deep learning

D Shen, X Chen, M Nguyen… - 2018 4th International …, 2018 - ieeexplore.ieee.org
Flame detection is an increasingly important issue in intelligent surveillance. In fire flame
detection, we need to extract visual features from video frames for training and test. Based …