Video flame and smoke based fire detection algorithms: A literature review

A Gaur, A Singh, A Kumar, A Kumar, K Kapoor - Fire technology, 2020 - Springer
This review is focused on video flame and smoke based fire detection algorithms for both
indoor and outdoor environments. It analyzes and discusses them in a taxonomical manner …

Deep learning approaches for wildland fires remote sensing: Classification, detection, and segmentation

R Ghali, MA Akhloufi - Remote Sensing, 2023 - mdpi.com
The world has seen an increase in the number of wildland fires in recent years due to
various factors. Experts warn that the number of wildland fires will continue to increase in the …

An improved forest fire detection method based on the detectron2 model and a deep learning approach

AB Abdusalomov, BMDS Islam, R Nasimov… - Sensors, 2023 - mdpi.com
With an increase in both global warming and the human population, forest fires have
become a major global concern. This can lead to climatic shifts and the greenhouse effect …

A modified YOLOv5 architecture for efficient fire detection in smart cities

H Yar, ZA Khan, FUM Ullah, W Ullah… - Expert Systems with …, 2023 - Elsevier
Fire disasters are considered to be among the most harmful hazards, causing fatalities,
ecological and economic chaos, property damage, and they can even impact climate …

A YOLOv6-based improved fire detection approach for smart city environments

S Norkobil Saydirasulovich, A Abdusalomov, MK Jamil… - Sensors, 2023 - mdpi.com
Authorities and policymakers in Korea have recently prioritized improving fire prevention
and emergency response. Governments seek to enhance community safety for residents by …

An improvement of the fire detection and classification method using YOLOv3 for surveillance systems

A Abdusalomov, N Baratov, A Kutlimuratov… - Sensors, 2021 - mdpi.com
Currently, sensor-based systems for fire detection are widely used worldwide. Further
research has shown that camera-based fire detection systems achieve much better results …

Forest fire detection and notification method based on AI and IoT approaches

K Avazov, AE Hyun, AA Sami S, A Khaitov… - Future Internet, 2023 - mdpi.com
There is a high risk of bushfire in spring and autumn, when the air is dry. Do not bring any
flammable substances, such as matches or cigarettes. Cooking or wood fires are permitted …

Improved real-time fire warning system based on advanced technologies for visually impaired people

AB Abdusalomov, M Mukhiddinov, A Kutlimuratov… - Sensors, 2022 - mdpi.com
Early fire detection and notification techniques provide fire prevention and safety information
to blind and visually impaired (BVI) people within a short period of time in emergency …

Deep convolutional neural networks for fire detection in images

J Sharma, OC Granmo, M Goodwin, JT Fidje - Engineering Applications of …, 2017 - Springer
Detecting fire in images using image processing and computer vision techniques has
gained a lot of attention from researchers during the past few years. Indeed, with sufficient …

Flame detection using deep learning

D Shen, X Chen, M Nguyen… - 2018 4th International …, 2018 - ieeexplore.ieee.org
Flame detection is an increasingly important issue in intelligent surveillance. In fire flame
detection, we need to extract visual features from video frames for training and test. Based …