Real-time wildfire detection via image-based deep learning algorithm

P Jindal, H Gupta, N Pachauri, V Sharma… - Soft Computing: Theories …, 2021 - Springer
Forests are the major source of oxygen that keep our ecosystem balanced. However, with
rapid economic development, the colossal threat of wildfire also enhances globally …

Real-time detection of full-scale forest fire smoke based on deep convolution neural network

X Zheng, F Chen, L Lou, P Cheng, Y Huang - Remote Sensing, 2022 - mdpi.com
To reduce the loss induced by forest fires, it is very important to detect the forest fire smoke in
real time so that early and timely warning can be issued. Machine vision and image …

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 …

Wildfire smoke detection with computer vision

ER Daniel - arXiv preprint arXiv:2301.05070, 2023 - arxiv.org
Wildfires are becoming more frequent and their effects more devastating every day. Climate
change has directly and indirectly affected the occurrence of these, as well as social …

Wildfire and smoke detection using staged YOLO model and ensemble CNN

C Bahhar, A Ksibi, M Ayadi, MM Jamjoom, Z Ullah… - Electronics, 2023 - mdpi.com
One of the most expensive and fatal natural disasters in the world is forest fires. For this
reason, early discovery of forest fires helps minimize mortality and harm to ecosystems 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 …

Research on Forest Fire Detection Algorithm Based on Improved YOLOv5

J Li, X Lian - Machine Learning and Knowledge Extraction, 2023 - mdpi.com
Forest fires are one of the world's deadliest natural disasters. Early detection of forest fires
can help minimize the damage to ecosystems and forest life. In this paper, we propose an …

Video based forest fire and smoke detection using YoLo and CNN

S Madkar, DY Sakhare, KA Phutane… - … on Power, Energy …, 2022 - ieeexplore.ieee.org
Forest fire is a matter of concern as it affects our ecological cycle and incurs a huge
economical loss. There are various sensor-based systems built to detect fire at an early …

Laboratory flame smoke detection based on an improved YOLOX algorithm

M Luo, L Xu, Y Yang, M Cao, J Yang - Applied Sciences, 2022 - mdpi.com
Fires in university laboratories often lead to serious casualties and property damage, and
traditional sensor-based fire detection techniques suffer from fire warning delays. Current …

[PDF][PDF] Forest Fire Object Detection Using Deep Learning-Based Algorithm

PH Lee, JW Song - Journal of Digital Contents Society, 2022 - journal.dcs.or.kr
We are suffering direct and indirect damage from forest fires, and it is essential to detect
them early to reduce the damage. Existing forest fire detection methods used a method of …