Wildland fire detection and monitoring using a drone-collected RGB/IR image dataset

X Chen, B Hopkins, H Wang, L O'Neill, F Afghah… - IEEE …, 2022 - ieeexplore.ieee.org
Current forest monitoring technologies including satellite remote sensing, manned/piloted
aircraft, and observation towers leave uncertainties about a wildfire's extent, behavior, and …

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 …

Computer vision for fire detection on UAVs—From software to hardware

SS Moumgiakmas, GG Samatas, GA Papakostas - Future Internet, 2021 - mdpi.com
Fire hazard is a condition that has potentially catastrophic consequences. Artificial
intelligence, through Computer Vision, in combination with UAVs has assisted dramatically …

A wildfire smoke detection system using unmanned aerial vehicle images based on the optimized YOLOv5

M Mukhiddinov, AB Abdusalomov, J Cho - Sensors, 2022 - mdpi.com
Wildfire is one of the most significant dangers and the most serious natural catastrophe,
endangering forest resources, animal life, and the human economy. Recent years have …

Randomly initialized CNN with densely connected stacked autoencoder for efficient fire detection

ZA Khan, T Hussain, FUM Ullah, SK Gupta… - … Applications of Artificial …, 2022 - Elsevier
Vision sensors-based fire detection is an interesting and useful research domain with
significant alleviated attention from computer vision experts. The baseline research is based …

Real-time video fire detection via modified YOLOv5 network model

Z Wu, R Xue, H Li - Fire Technology, 2022 - Springer
Accidental fire outbreak threatens people's life and property safety, and it is of great
significance to study fire detection and alarm early. The detection range of traditional fire …

[HTML][HTML] Early smoke and flame detection based on transformer

X Wang, M Li, M Gao, Q Liu, Z Li, L Kou - Journal of Safety Science and …, 2023 - Elsevier
Fire-detection technology plays a critical role in ensuring public safety and facilitating the
development of smart cities. Early fire detection is imperative to mitigate potential hazards …

A study on a complex flame and smoke detection method using computer vision detection and convolutional neural network

J Ryu, D Kwak - Fire, 2022 - mdpi.com
This study sought an effective detection method not only for flame but also for the smoke
generated in the event of a fire. To this end, the flame region was pre-processed using the …

[HTML][HTML] Robust deep learning empowered real time object detection for unmanned aerial vehicles based surveillance applications

CP Ranjith, BM Hardas… - Journal of Mobile …, 2023 - journals.riverpublishers.com
Surveillance is a major stream of research in the field of Unmanned Aerial Vehicles (UAV),
which focuses on the observation of a person, group of people, buildings, infrastructure, etc …

[HTML][HTML] Esfd-yolov8n: early smoke and fire detection method based on an improved yolov8n model

D Mamadaliev, PLM Touko, JH Kim, SC Kim - Fire, 2024 - mdpi.com
Ensuring fire safety is essential to protect life and property, but modern infrastructure and
complex settings require advanced fire detection methods. Traditional object detection …