An image-based fire monitoring algorithm resistant to fire-like objects

F Xu, X Zhang, T Deng, W Xu - Fire, 2023 - mdpi.com
Due to its wide monitoring range and low cost, visual-based fire detection technology is
commonly used for fire detection in open spaces. However, traditional fire detection …

Real-Time Fire Detection Method Using YOLOv8

TH Lee, CS Park - Journal of the Semiconductor & Display …, 2023 - koreascience.kr
Since fires in uncontrolled environments pose serious risks to society and individuals, many
researchers have been investigating technologies for early detection of fires that occur in …

Real-time fire detection network for intelligent surveillance systems

R Liu, S Wu, X Lu - … on Computer Vision, Image, and Deep …, 2021 - spiedigitallibrary.org
Based on the concept of deep learning, the proposed convolutional neural networks (CNNs)
processing of extracted image features has been recently applied to tackle early fire …

A robust fire detection model via convolution neural networks for intelligent robot vision sensing

Q An, X Chen, J Zhang, R Shi, Y Yang, W Huang - Sensors, 2022 - mdpi.com
Accurate fire identification can help to control fires. Traditional fire detection methods are
mainly based on temperature or smoke detectors. These detectors are susceptible to …

FSDNet-An efficient fire detection network for complex scenarios based on YOLOv3 and DenseNet

L Zhu, J Xiong, W Wu, H Yu - arXiv preprint arXiv:2304.07584, 2023 - arxiv.org
Fire is one of the common disasters in daily life. To achieve fast and accurate detection of
fires, this paper proposes a detection network called FSDNet (Fire Smoke Detection …

Fire Detection Based on Improved Feature Fusion

X Cao, J Wu, Z Li - … on Information Technology in Medicine and …, 2023 - ieeexplore.ieee.org
Fire is a serious disaster that endangers life and property worldwide. Accurate and prompt
fire detection can provide early warning information for firefighting efforts. Deep learning …

Fire Detection From Image and Video Using YOLOv5

A Islam, MI Habib - arXiv preprint arXiv:2310.06351, 2023 - arxiv.org
For the detection of fire-like targets in indoor, outdoor and forest fire images, as well as fire
detection under different natural lights, an improved YOLOv5 fire detection deep learning …

Deep Learning based method for Fire Detection

Z Liu - 2023 - aaltodoc.aalto.fi
Fire accidents have become increasingly frequent and have profound effects on today's
society, leading to injuries, fatalities, and significant economic losses. It is crucial to develop …

Lightweight forest fire detection based on deep learning

R Fan, M Pei - 2021 IEEE 31st International Workshop on …, 2021 - ieeexplore.ieee.org
Forest fire detection is a challenging problem in computer vision. In this paper, we build a
challenging fire dataset which contains images of fire, smoke, and red leaf to better simulate …

An improved multi-scale fire detection method based on convolutional neural network

H Hongyu, K Ping, F Li, S Huaxin - 2020 17th International …, 2020 - ieeexplore.ieee.org
Fire is a major disaster in the world, and the fire detection system should accurately detect
the fire in the shortest time to reduce economic loss and ecological damage. Traditional …