Wildland fire detection and monitoring using a drone-collected RGB/IR image dataset
Current forest monitoring technologies including satellite remote sensing, manned/piloted
aircraft, and observation towers leave uncertainties about a wildfire's extent, behavior, and …
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 …
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
Fire hazard is a condition that has potentially catastrophic consequences. Artificial
intelligence, through Computer Vision, in combination with UAVs has assisted dramatically …
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 …
endangering forest resources, animal life, and the human economy. Recent years have …
Randomly initialized CNN with densely connected stacked autoencoder for efficient fire detection
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 …
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 …
significance to study fire detection and alarm early. The detection range of traditional fire …
[HTML][HTML] Early smoke and flame detection based on transformer
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 …
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 …
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 …
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 …
complex settings require advanced fire detection methods. Traditional object detection …