[PDF][PDF] A custom yolov5-based real-time fire detection system: a deep learning approach

V Bharathi, M Vishwaa, K Elangkavi… - Journal of Data …, 2023 - sjcjycl.cn
Fire is a serious hazard in different places around the world. The detection of fire attains
greater importance in the last decades due to the loss and damages caused by fires. Thus, A …

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 …

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 …

Early forest fire detection based on deep learning

M Li, Y Zhang, L Mu, J Xin, Z Yu… - 2021 3rd International …, 2021 - ieeexplore.ieee.org
Early fire detection is very important for preventing forest fires. In this paper, a new image-
based fire detection algorithm, named as h-EfflcientDet, is proposed to complete the task of …

[PDF][PDF] Forest fires detection using deep transfer learning

M Yandouzi, M Grari, I Idrissi, M Boukabous… - Forest, 2022 - academia.edu
Forests are vital ecosystems composed of various plant and animal species that have
evolved over years to coexist. Such ecosystems are often threatened by wildfires that can …

[HTML][HTML] Advanced wildfire detection using generative adversarial network-based augmented datasets and weakly supervised object localization

M Park, J Bak, S Park - … Journal of Applied Earth Observation and …, 2022 - Elsevier
Owing to abnormal climate phenomena worldwide, forests are becoming dry and heat
waves have started to occur, increasing the damage caused by wildfires. In addition to …

[PDF][PDF] Efficient Deep Learning Framework for Fire Detection in Complex Surveillance Environment.

N Dilshad, T Khan, J Song - Comput. Syst. Sci. Eng., 2023 - researchgate.net
To prevent economic, social, and ecological damage, fire detection and management at an
early stage are significant yet challenging. Although computationally complex networks have …

Forest-fire response system using deep-learning-based approaches with CCTV images and weather data

M Park, Y Jeon, J Bak, S Park - IEEE Access, 2022 - ieeexplore.ieee.org
An effective forest-fire response is critical for minimizing the losses caused by forest fires.
The purpose of this study is to construct a model for early fire detection and damage area …

[HTML][HTML] Deep learning based fire risk detection on construction sites

H Ann, KY Koo - Sensors, 2023 - mdpi.com
The recent large-scale fire incidents on construction sites in South Korea have highlighted
the need for computer vision technology to detect fire risks before an actual occurrence of …

[HTML][HTML] Fire and smoke real-time detection algorithm for coal mines based on improved YOLOv8s

D Kong, Y Li, M Duan - Plos one, 2024 - journals.plos.org
Fire and smoke detection is crucial for the safe mining of coal energy, but previous fire-
smoke detection models did not strike a perfect balance between complexity and accuracy …