YOLO-Based Models for Smoke and Wildfire Detection in Ground and Aerial Images

LAO Gonçalves, R Ghali, MA Akhloufi - Fire, 2024 - mdpi.com
Wildland fires negatively impact forest biodiversity and human lives. They also spread very
rapidly. Early detection of smoke and fires plays a crucial role in improving the efficiency of …

Forest Vegetation Detection Using Deep Learning Object Detection Models

PAS Mendes, AP Coimbra, AT de Almeida - Forests, 2023 - mdpi.com
Forest fires have become increasingly prevalent and devastating in many regions
worldwide, posing significant threats to biodiversity, ecosystems, human settlements, and …

[PDF][PDF] Investigation of combining deep learning object recognition with drones for forest fire detection and monitoring

M Yandouzi, M Grari, M Berrahal, I Idrissi… - Int. J. Adv. Comput. Sci …, 2023 - academia.edu
Forest fires are a global environmental problem that can cause significant damage to natural
resources and human lives. The increasing frequency and severity of forest fires have …

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 …

LUFFD-YOLO: A Lightweight Model for UAV Remote Sensing Forest Fire Detection Based on Attention Mechanism and Multi-Level Feature Fusion

Y Han, B Duan, R Guan, G Yang, Z Zhen - Remote Sensing, 2024 - mdpi.com
The timely and precise detection of forest fires is critical for halting the spread of wildfires
and minimizing ecological and economic damage. However, the large variation in target …

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 …

Precision-Boosted Forest Fire Target Detection via Enhanced YOLOv8 Model

Z Yang, Y Shao, Y Wei, J Li - Applied Sciences, 2024 - mdpi.com
Forest fires present a significant challenge to ecosystems, particularly due to factors like tree
cover that complicate fire detection tasks. While fire detection technologies, like YOLO, are …

An intelligent wildfire detection approach through cameras based on deep learning

C Wei, J Xu, Q Li, S Jiang - Sustainability, 2022 - mdpi.com
Fire is one of the most serious disasters in the wild environment such as mountains and
jungles, which not only causes huge property damage, but also may lead to the destruction …

[HTML][HTML] CF-YOLO: a capable forest fire identification algorithm founded on YOLOv7 improvement

W Liu, Z Shen, S Xu - Signal, Image and Video Processing, 2024 - Springer
Forest fire is an ecological catastrophe with great damage and rapid spread, which inflicts
significant damage upon the ecological balance of the forests and poses a threat to human …

A yolov3-based learning strategy for real-time uav-based forest fire detection

Z Jiao, Y Zhang, L Mu, J Xin, S Jiao… - 2020 Chinese control …, 2020 - ieeexplore.ieee.org
Forest resources safety is of paramount importance for natural and public security. Forest fire
detection methods have been attracted much attention recently, but the performance in …