An Edge-based Fire Detection System for Real-Time IoT Applications

HT Thai, NY Tran-Van, KH Le-Minh… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Fire detection is a crucial research topic that has recently attracted many works. However,
most of these existing methods tend to achieve high accuracy based on large deep neural …

Towards efficient fire detection in IoT environment: a modified attention network and large-scale dataset

N Dilshad, SU Khan, NS Alghamdi… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Advancements in deep learning and the Internet of Things (IoT) enable early fire detection
through vision-based systems, reducing ecological, social, and economic damage. These …

FireNet: a specialized lightweight fire & smoke detection model for real-time IoT applications

A Jadon, M Omama, A Varshney, MS Ansari… - arXiv preprint arXiv …, 2019 - arxiv.org
Fire disasters typically result in lot of loss to life and property. It is therefore imperative that
precise, fast, and possibly portable solutions to detect fire be made readily available to the …

[Retracted] Vision Sensor‐Based Real‐Time Fire Detection in Resource‐Constrained IoT Environments

H Yar, T Hussain, ZA Khan, D Koundal… - Computational …, 2021 - Wiley Online Library
Fire detection and management is very important to prevent social, ecological, and
economic damages. However, achieving real‐time fire detection with higher accuracy in an …

FireNet-v2: Improved lightweight fire detection model for real-time IoT applications

A Shees, MS Ansari, A Varshney, MN Asghar… - Procedia Computer …, 2023 - Elsevier
Fire hazards cause huge ecological, social and economical losses in day to day life. Due to
the rapid increase in the prevalence of fire accidents, it has become vital to equip the assets …

Vision sensor assisted fire detection in IoT environment using ConvNext

S Zahir, AW Abbas, RU Khan… - Journal of Artificial …, 2023 - researchers.mq.edu.au
To mitigate social, ecological, and financial damage, effective fire detection and control are
crucial. Performing real-time fire detection in Internet of Things (IoT) environments, however …

Advanced IoT-Based Fire and Smoke Detection System leveraging Deep Learning and TinyML

VK Pandey, S Jain, SK Saritha - 2023 14th International …, 2023 - ieeexplore.ieee.org
This research paper presents the development of an advanced IoT-based fire and smoke
detection system leveraging deep learning and TinyML techniques. The objective is to …

Efficient fire detection for uncertain surveillance environment

K Muhammad, S Khan, M Elhoseny… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Tactile Internet can combine multiple technologies by enabling intelligence via mobile edge
computing and data transmission over a 5G network. Recently, several convolutional neural …

Light-FireNet: An efficient lightweight network for fire detection in diverse environments

O Khudayberdiev, J Zhang, SM Abdullahi… - Multimedia Tools and …, 2022 - Springer
Fire and smoke detection using deep learning have recently proven to be a robust and
efficient detection approach in contrast to traditional vision-based techniques. Efforts are …

Efficient Fire Detection with E-EFNet: A Lightweight Deep Learning-Based Approach for Edge Devices

H Farman, MM Nasralla, SBA Khattak, B Jan - Applied Sciences, 2023 - mdpi.com
Fire detection employing vision sensors has drawn significant attention within the computer
vision community, primarily due to its practicality and utility. Previous research …