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 …

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 …

FFYOLO: A Lightweight Forest Fire Detection Model Based on YOLOv8

B Yun, Y Zheng, Z Lin, T Li - Fire, 2024 - mdpi.com
Forest is an important resource for human survival, and forest fires are a serious threat to
forest protection. Therefore, the early detection of fire and smoke is particularly important …