[HTML][HTML] An Improved YOLOv5s-Seg Detection and Segmentation Model for the Accurate Identification of Forest Fires Based on UAV Infrared Image

K Niu, C Wang, J Xu, C Yang, X Zhou, X Yang - Remote Sensing, 2023 - mdpi.com
With the influence of climate change and human activities, the frequency and scale of forest
fires have been increasing continuously, posing a significant threat to the environment and …

[HTML][HTML] Tea bud and picking point detection based on deep learning

J Meng, Y Wang, J Zhang, S Tong, C Chen, C Zhang… - Forests, 2023 - mdpi.com
The tea industry is one of China's most important industries. The picking of famous tea still
relies on manual methods, with low efficiency, labor shortages and high labor costs, which …

[HTML][HTML] Fire Detection and Geo-Localization Using UAV's Aerial Images and Yolo-Based Models

K Choutri, M Lagha, S Meshoul, M Batouche… - Applied Sciences, 2023 - mdpi.com
The past decade has witnessed a growing demand for drone-based fire detection systems,
driven by escalating concerns about wildfires exacerbated by climate change, as …

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 …

Forest Smoke-Fire Net (FSF Net): A Wildfire Smoke Detection Model That Combines MODIS Remote Sensing Images with Regional Dynamic Brightness Temperature …

Y Ding, M Wang, Y Fu, Q Wang - Forests, 2024 - mdpi.com
Satellite remote sensing plays a significant role in the detection of smoke from forest fires.
However, existing methods for detecting smoke from forest fires based on remote sensing …

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 …

[HTML][HTML] FuF-Det: An Early Forest Fire Detection Method under Fog

Y Pang, Y Wu, Y Yuan - Remote Sensing, 2023 - mdpi.com
In recent years, frequent forest fires have seriously threatened the earth's ecosystem and
people's lives and safety. With the development of machine vision and unmanned aerial …

A lightweight early forest fire and smoke detection method

Y Chen, J Li, K Sun, Y Zhang - The Journal of Supercomputing, 2024 - Springer
Forest fire is natural disasters that are sudden, destructive and difficult to handle and rescue,
with millions of hectares of forests burned every year all over the world, causing serious …

[PDF][PDF] A NEW LIGHT ENSEMBLE DEEP-LEARNING FRAMEWORK TO DETECT FIRE.

A Alsheikhy, T Shawly, HE Ahmed… - International Journal on …, 2023 - researchgate.net
Fires can cause devastating damage to lands, properties, and humans. Many countries
suffer from huge financial losses due to these fires. Therefore, there is a need to implement a …

Intelligent forest firefighting system based on quadcopter UAV platform and solar power supply system

Y Sun, X Yang, G Dong, T Xie, Y Kang… - … on Machine Learning …, 2024 - spiedigitallibrary.org
Forest fire seriously affects the safety of the ecological environment, and even threatens
people's lives, solving the problem of forest fire is the top priority of forestry work, so how to …