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 …

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 …

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 …

Research on Lightweight Improvement of YOLOv8-based Fire Detection Model for Edge Computing

H Zhou, D Zhang, G Hu, X Gu - 2023 3rd International …, 2023 - ieeexplore.ieee.org
In the field of fire detection, computational constraints and limited memory resources pose
challenges for robots and edge-embedded devices. Furthermore, some lightweight models …

Robust Flame Detection Based on YOLOv5 and Bidirectional Feature Pyramid

C Jia - 2023 IEEE International Conference on Image …, 2023 - ieeexplore.ieee.org
Fire is a great threat to people's lives and property, and its casualties are in a high position in
all kinds of disasters. So it is of great significance to find and prevent fires. With the rapid …

Lightweight fire detection algorithm based on deep learning

W Bi, B Li, B Lei - Advanced Fiber Laser Conference (AFL2023 …, 2024 - spiedigitallibrary.org
Fire detection is an important measure to protect public safety, avoid casualties and property
damage. With the increasing development of artificial intelligence algorithms, deep learning …

[HTML][HTML] Fire detection methods based on an optimized YOLOv5 algorithm

Z Shao, S Lu, X Shi, D Yang, Z Wang - … Management Science and …, 2023 - maxapress.com
Computer vision technology has broad application prospects in the field of intelligent fire
detection, which has the benefits of accuracy, timeliness, visibility, adjustability, and multi …

Dynamic Fire and Smoke Detection Module with Enhanced Feature Integration and Attention Mechanisms

A Amjad, CH Tsung, LC Tai - Available at SSRN 4837938 - papers.ssrn.com
Essential components of early fire warning systems include effective fire and smoke
detection mechanisms. Despite object detection-based technologies demonstrating …

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 …

DG-YOLO: Elevating Smoke-Fire Object Detection with Dual-Channel Grouped Convolution Based on YOLOv5

Y He, J Hu, M Zeng, Y Qian, R Zhang - Proceedings of the 3rd …, 2023 - dl.acm.org
In the early stages of a fire outbreak, timely and accurate detection is crucial. However,
existing target algorithms struggle to meet the real-time and accuracy requirements for fire …