[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 …

A real-time fire detection method from video for electric vehicle-charging stations based on improved YOLOX-tiny

Y Ju, D Gao, S Zhang, Q Yang - Journal of Real-Time Image Processing, 2023 - Springer
For the current mainstream detection methods are difficult to achieve fire detection in
outdoor electric vehicle-charging station, this paper proposes a real-time fire detection …

A Lightweight Deep Learning Model for Forest Fires Detection and Monitoring

M Yandouzi, I Idrissi, M Boukabous, M Grari… - … and Renewable Energy …, 2022 - Springer
Forests play a critical role in our everyday lives, they provide us with fresh air and clean
water and are home to a variety of plants and animals. Forests are also an important source …

Research on fire detection based on YOLOv5

W Luo - 2022 3rd International Conference on Big Data …, 2022 - ieeexplore.ieee.org
Fire is a frequent and hugely harmful disaster accident in people's daily life, which will
seriously threaten people's life and property safety. Therefore, fire detection is very important …

[HTML][HTML] Fire detection method in smart city environments using a deep-learning-based approach

K Avazov, M Mukhiddinov, F Makhmudov, YI Cho - Electronics, 2021 - mdpi.com
In the construction of new smart cities, traditional fire-detection systems can be replaced with
vision-based systems to establish fire safety in society using emerging technologies, such as …

A Fire Detection and Assessment Method based on YOLOv8

Z Xue, Z Zheng, Z Yi, Y Han, W Liu… - 2023 China Automation …, 2023 - ieeexplore.ieee.org
Fires annually result in significant loss of life and economic damage, with a substantial
portion of these losses attributed to a lack of understanding regarding fire types and their …

[HTML][HTML] 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 …

[HTML][HTML] Forest fire smoke detection based on deep learning approaches and unmanned aerial vehicle images

SY Kim, A Muminov - Sensors, 2023 - mdpi.com
Wildfire poses a significant threat and is considered a severe natural disaster, which
endangers forest resources, wildlife, and human livelihoods. In recent times, there has been …

Forest fire detection: a comparative analysis of deep learning algorithms

M Karthi, R Priscilla, G Subhashini… - 2023 International …, 2023 - ieeexplore.ieee.org
Fires are a serious hazard to the planet, from spreading cities to impenetrable jungles.
These must be avoided by implementing fire detection systems, however, the high cost …

A real-time deep learning forest fire monitoring algorithm based on an improved Pruned+ KD model

S Wang, J Zhao, N Ta, X Zhao, M Xiao… - Journal of Real-Time …, 2021 - Springer
To meet the needs of embedded intelligent forest fire monitoring systems using an
unmanned aerial vehicles (UAV), a deep learning fire recognition algorithm based on model …