[HTML][HTML] Recent advances and emerging directions in fire detection systems based on machine learning algorithms

BM Diaconu - Fire, 2023 - mdpi.com
Fire detection is a critical safety issue due to the major and irreversible consequences of fire,
from economic prejudices to loss of life. It is therefore of utmost importance to design …

Forest Fire Detection Utilizing Ghost Swin Transformer with Attention and Auxiliary Geometric Loss

L Wang, H Li, F Siewe, W Ming, H Li - Digital Signal Processing, 2024 - Elsevier
Forest fires are a devastating natural disaster. Existing fire detection models face limitations
in dataset availability, multi-scale feature extraction, and locating obscured or small flames …

Research on YOLOv5 forest fire recognition algorithm utilizing attention mechanism

Z Feng - … Conference on Image, Signal Processing, and …, 2024 - spiedigitallibrary.org
In recent years, various fire incidents have become increasingly prevalent, posing a severe
threat to both life and property safety. The timely detection, early warning, and prevention of …