An improved fire detection approach based on YOLO-v8 for smart cities

FM Talaat, H ZainEldin - Neural Computing and Applications, 2023 - Springer
Fires in smart cities can have devastating consequences, causing damage to property, and
endangering the lives of citizens. Traditional fire detection methods have limitations in terms …

Recent advances and emerging directions in fire detection systems based on machine learning algorithms

BM Diaconu - Fire, 2023 - mdpi.com
Fire detection is a critical safety issue due to the major and irreversible consequences of fire,
from economic prejudices to loss of life. It is therefore of utmost importance to design …

[HTML][HTML] Real-Time Fire Detection: Integrating Lightweight Deep Learning Models on Drones with Edge Computing

MFS Titu, MA Pavel, GKO Michael, H Babar, U Aman… - Drones, 2024 - mdpi.com
Fire accidents are life-threatening catastrophes leading to losses of life, financial damage,
climate change, and ecological destruction. Promptly and efficiently detecting and …

Machine Learning-Based Fire Detection: A Comprehensive Review and Evaluation of Classification Models

A Secilmis, N Aksu, FA Dael, I Shayea… - JOIV: International Journal …, 2023 - joiv.org
Fires, regardless of their origin being natural events or human-induced, provide substantial
economic and environmental hazards. Therefore, the development of efficient fire detection …

Computer vision for wildfire detection: a critical brief review

L Ramos, E Casas, E Bendek, C Romero… - Multimedia Tools and …, 2024 - Springer
In this critical brief review, we explore the pivotal role of computer vision in wildfire detection,
following the PRISMA methodology and focusing on 35 key studies published between …

Revolutionizing Automotive Parts Classification Using InceptionV3 Transfer Learning

D Hindarto - International Journal Software Engineering …, 2023 - journal.lembagakita.org
This study presents a novel methodology for classifying automotive parts by implementing
the Transfer Learning technique, utilizing the InceptionV3 architecture. We use a proprietary …

Multisensor Fuzzy Logic Approach for Enhanced Fire Detection in Smart Cities

NK Vaegae, V Annepu, K Bagadi… - Journal of …, 2024 - Wiley Online Library
As smart cities expand rapidly, the demand for strong fire protection has become even more
essential. A significant challenge lies in ensuring that fire detection systems integrate …

A Computer Vision-Based Approach for Accurate Fire Image Classification

F Chowdhury, FU Rahman… - 2023 26th International …, 2023 - ieeexplore.ieee.org
Destructive elements like fire quickly affect us with detrimental effects and to prevent their
devastating damages, some preventive measures need to be taken immediately. As a large …

Integration of Video Processing and Sensor Technology for Fire Detection to Enhance Warehouse Safety

TM Inbamalar, KR Balaji - … Conference on I-SMAC (IoT in …, 2024 - ieeexplore.ieee.org
While fire breaks out in a warehouse, it blows out and cause damage to property as well as
life. It is important for the companies to take their fire safety seriously in warehouses. Efficient …

Efficient Method of Road Outlier Recognition Using Deep Learning Coupled with Data Augmentation Approach

S Natha, FA Jokhio, M Shafique… - Sir Syed University …, 2024 - sirsyeduniversity.edu.pk
In recent years, Closed-circuit Television (CCTV) cameras have been playing a vital role in
the surveillance of both public and private areas. The primary objective of surveillance is to …