Computer Vision based Mechanism for detecting Fire and its Classes

K Jashnani, R Kaul, A Haldi, AV Nimkar - International Conference on …, 2022 - Springer
Fire is an abnormal event that can cause significant damage to lives and property within a
very short time. Furthermore, it is important to detect it as soon as it arises and prevent it from …

A lightweight convolutional neural network flame detection algorithm

W Li, Z Yu - 2021 IEEE 11th International Conference on …, 2021 - ieeexplore.ieee.org
Flame detection is a key technical link to realize intelligent forest fire prevention and control.
However, the current fire detection methods generally have the problems of low detection …

Enhanced Fire and Smoke Detection Utilizing Yolov8: A Deep Learning Approach

PS Bhargav, B Kanisha… - 2024 10th International …, 2024 - ieeexplore.ieee.org
Fire and smoke are hazardous environmental phenomena that pose significant risks to
safety and security, necessitating effective detection and monitoring systems. In this study, a …

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 …

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 …

Improved Fire Detection by YOLOv8 and YOLOv5 to Enhance Fire Safety

MN Uddin, MSI Sakib, S Nawer… - 2023 26th International …, 2023 - ieeexplore.ieee.org
Fire hazard has always been a major concern for mankind. To safeguard our lives and
assets from this threat, its precise detection is a prerequisite to initiate protective measures …

LEF-YOLO: a lightweight method for intelligent detection of four extreme wildfires based on the YOLO framework

J Li, H Tang, X Li, H Dou, R Li - International Journal of Wildland …, 2023 - CSIRO Publishing
Background Extreme wildfires pose a serious threat to forest vegetation and human life
because they spread more rapidly and are more intense than conventional wildfires …

An improved Yolov3 assembled with GMM for laboratory fire smoke detection

J Zhao, F Sun, Y Ding, S Liu, Z Wang… - … Conference on Image …, 2023 - spiedigitallibrary.org
In order to effectively prevent the occurrence of fire accidents, this paper proposes an
improved algorithm for automatic identification of laboratory fire smoke based on GMM+ …

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 …

A real-time flame detection method using deformable object detection and time sequence analysis

J Zhang, B Shi, B Chen, H Chen, W Xu - Sensors, 2023 - mdpi.com
Timely and accurate flame detection is a very important and practical technology for
preventing the occurrence of fire accidents effectively. However, the current methods of …