An effective forest fire detection framework using heterogeneous wireless multimedia sensor networks

B Kizilkaya, E Ever, HY Yatbaz, A Yazici - ACM Transactions on …, 2022 - dl.acm.org
With improvements in the area of Internet of Things (IoT), surveillance systems have recently
become more accessible. At the same time, optimizing the energy requirements of smart …

[HTML][HTML] Forest fire detection system using wireless sensor networks and machine learning

U Dampage, L Bandaranayake, R Wanasinghe… - Scientific reports, 2022 - nature.com
Forest fires have become a major threat around the world, causing many negative impacts
on human habitats and forest ecosystems. Climatic changes and the greenhouse effect are …

DeepFire: A novel dataset and deep transfer learning benchmark for forest fire detection

A Khan, B Hassan, S Khan, R Ahmed… - Mobile Information …, 2022 - Wiley Online Library
Forest fires pose a potential threat to the ecological and environmental systems and natural
resources, impacting human lives. However, automated surveillance system for early forest …

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 …

Convolutional neural networks based fire detection in surveillance videos

K Muhammad, J Ahmad, I Mehmood, S Rho… - Ieee …, 2018 - ieeexplore.ieee.org
The recent advances in embedded processing have enabled the vision based systems to
detect fire during surveillance using convolutional neural networks (CNNs). However, such …

[PDF][PDF] Efficient Deep Learning Framework for Fire Detection in Complex Surveillance Environment.

N Dilshad, T Khan, J Song - Comput. Syst. Sci. Eng., 2023 - researchgate.net
To prevent economic, social, and ecological damage, fire detection and management at an
early stage are significant yet challenging. Although computationally complex networks have …

A visualized fire detection method based on convolutional neural network beyond anchor

Y Li, W Zhang, Y Liu, Y Jin - Applied Intelligence, 2022 - Springer
Convolutional neural networks (CNNs) have achieved the most advanced performance in
visual object detection and semantic segmentation tasks, so that the application of CNNs in …

[HTML][HTML] Ffirenet: Deep learning based forest fire classification and detection in smart cities

S Khan, A Khan - Symmetry, 2022 - mdpi.com
Forests are a vital natural resource that directly influences the ecosystem. Recently, forest
fire has been a serious issue due to natural and man-made climate effects. For early forest …

[HTML][HTML] A video-based fire detection using deep learning models

B Kim, J Lee - Applied Sciences, 2019 - mdpi.com
Fire is an abnormal event which can cause significant damage to lives and property. In this
paper, we propose a deep learning-based fire detection method using a video sequence …

[HTML][HTML] MTL-FFDET: A multi-task learning-based model for forest fire detection

K Lu, J Huang, J Li, J Zhou, X Chen, Y Liu - Forests, 2022 - mdpi.com
Deep learning-based forest fire vision monitoring methods have developed rapidly and are
becoming mainstream. The existing methods, however, are based on enormous amounts of …