Early forest fire detection based on deep learning

M Li, Y Zhang, L Mu, J Xin, Z Yu… - 2021 3rd International …, 2021 - ieeexplore.ieee.org
Early fire detection is very important for preventing forest fires. In this paper, a new image-
based fire detection algorithm, named as h-EfflcientDet, is proposed to complete the task of …

[HTML][HTML] Fire safety detection based on CAGSA-YOLO network

X Wang, L Cai, S Zhou, Y Jin, L Tang, Y Zhao - Fire, 2023 - mdpi.com
The layout of a city is complex, and indoor spaces have thousands of aspects that make
them susceptible to fire. If a fire breaks out, it is difficult to quell, so a fire in the city will cause …

Fire detection based on convolutional neural networks with channel attention

X Zhang, K Qian, K Jing, J Yang… - 2020 Chinese …, 2020 - ieeexplore.ieee.org
The existing research on fire detection is basically based on a two-stage method, resulting in
slower detection speed, and the positioning accuracy is limited by the first-stage candidate …

[HTML][HTML] Automatic detection of standing dead trees based on improved YOLOv7 from airborne remote sensing imagery

H Zhou, S Wu, Z Xu, H Sun - Frontiers in Plant Science, 2024 - frontiersin.org
Detecting and localizing standing dead trees (SDTs) is crucial for effective forest
management and conservation. Due to challenges posed by mountainous terrain and road …

[HTML][HTML] Fire and smoke precise detection method based on the attention mechanism and anchor-free mechanism

Y Sun, J Feng - Complex & Intelligent Systems, 2023 - Springer
Substantial natural environmental damage and economic losses are caused by fire. For this
problem, automatic fire-smoke detection and identification are needed. Fire-smoke detection …

[HTML][HTML] Forest fire detection and notification method based on AI and IoT approaches

K Avazov, AE Hyun, AA Sami S, A Khaitov… - future internet, 2023 - mdpi.com
There is a high risk of bushfire in spring and autumn, when the air is dry. Do not bring any
flammable substances, such as matches or cigarettes. Cooking or wood fires are permitted …

TeutongNet: A Fine-Tuned Deep Learning Model for Improved Forest Fire Detection

GM Idroes, A Maulana, R Suhendra… - Leuser Journal of …, 2023 - heca-analitika.com
Forest fires have emerged as a significant threat to the environment, wildlife, and human
lives, necessitating the development of effective early detection systems for firefighting and …

CNN-Transformer Hybrid Architecture for Early Fire Detection

C Yang, Y Pan, Y Cao, X Lu - International Conference on Artificial Neural …, 2022 - Springer
Fire hazards bring great harm to human beings and nature. Advances in computer vision
technology have made it possible to detect fire early through surveillance videos. In recent …

[HTML][HTML] Forest fire smoke detection based on deep learning approaches and unmanned aerial vehicle images

SY Kim, A Muminov - Sensors, 2023 - mdpi.com
Wildfire poses a significant threat and is considered a severe natural disaster, which
endangers forest resources, wildlife, and human livelihoods. In recent times, there has been …

Forest-fire response system using deep-learning-based approaches with CCTV images and weather data

M Park, Y Jeon, J Bak, S Park - IEEE Access, 2022 - ieeexplore.ieee.org
An effective forest-fire response is critical for minimizing the losses caused by forest fires.
The purpose of this study is to construct a model for early fire detection and damage area …