[HTML][HTML] Forest flame detection in unmanned aerial vehicle imagery based on YOLOv5

H Liu, H Hu, F Zhou, H Yuan - Fire, 2023 - mdpi.com
One of the major responsibilities for forest police is forest fire prevention and forecasting;
therefore, accurate and timely fire detection is of great importance and significance. We …

UAV forest fire detection based on lightweight YOLOv5 model

M Zhou, L Wu, S Liu, J Li - Multimedia Tools and Applications, 2023 - Springer
In recent years, the frequent occurrence of forest fires has caused serious impact on the
environment and economy. Fire detection has become a hot research direction. Despite the …

Lightweight forest fire detection based on deep learning

R Fan, M Pei - 2021 IEEE 31st International Workshop on …, 2021 - ieeexplore.ieee.org
Forest fire detection is a challenging problem in computer vision. In this paper, we build a
challenging fire dataset which contains images of fire, smoke, and red leaf to better simulate …

[HTML][HTML] Research on Forest Flame Detection Algorithm Based on a Lightweight Neural Network

Y Chen, T Wang, H Lin - Forests, 2023 - mdpi.com
To solve the problem of the poor performance of a flame detection algorithm in a complex
forest background, such as poor detection performance, insensitivity to small targets, and …

[HTML][HTML] An improved forest fire and smoke detection model based on yolov5

J Li, R Xu, Y Liu - Forests, 2023 - mdpi.com
Forest fires are destructive and rapidly spreading, causing great harm to forest ecosystems
and humans. Deep learning techniques can adaptively learn and extract features of forest …

An improved multi-scale fire detection method based on convolutional neural network

H Hongyu, K Ping, F Li, S Huaxin - 2020 17th International …, 2020 - ieeexplore.ieee.org
Fire is a major disaster in the world, and the fire detection system should accurately detect
the fire in the shortest time to reduce economic loss and ecological damage. Traditional …

[HTML][HTML] An image-based fire monitoring algorithm resistant to fire-like objects

F Xu, X Zhang, T Deng, W Xu - Fire, 2023 - mdpi.com
Due to its wide monitoring range and low cost, visual-based fire detection technology is
commonly used for fire detection in open spaces. However, traditional fire detection …

An improved fire and smoke detection method based on YOLOv7

J Lian, X Pan, J Guo - 2023 32nd International Conference on …, 2023 - ieeexplore.ieee.org
Fires can cause extensive damage to human life and property, highlighting the importance
of accurate flame and smoke detection systems. However, current methods for detecting …

[HTML][HTML] A flame-detection algorithm using the improved YOLOv5

X Xie, K Chen, Y Guo, B Tan, L Chen, M Huang - Fire, 2023 - mdpi.com
Flame recognition is an important technique in firefighting, but existing image flame-
detection methods are slow, low in accuracy, and cannot accurately identify small flame …

[HTML][HTML] An improvement of the fire detection and classification method using YOLOv3 for surveillance systems

A Abdusalomov, N Baratov, A Kutlimuratov… - Sensors, 2021 - mdpi.com
Currently, sensor-based systems for fire detection are widely used worldwide. Further
research has shown that camera-based fire detection systems achieve much better results …