Machine vision based fire detection techniques: A survey

S Geetha, CS Abhishek, CS Akshayanat - Fire technology, 2021 - Springer
The risk of fires is ever increasing along with the boom of urban buildings. The current
methods of detecting fire with the use of smoke sensors with large areas, however poses an …

[HTML][HTML] Fire and smoke detection from videos: A literature review under a novel taxonomy

D Gragnaniello, A Greco, C Sansone… - Expert Systems with …, 2024 - Elsevier
The recent development of deep learning based fire detection techniques and the
availability of smart cameras able to execute these algorithms on the edge paved the way for …

Edgefiresmoke: A novel lightweight cnn model for real-time video fire–smoke detection

JS Almeida, C Huang, FG Nogueira… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
The planet Earth is being affected by a series of wildfires, which have been steadily
increasing over the last two decades. Forests have undergone deforestation due to natural …

Transmission-guided bayesian generative model for smoke segmentation

S Yan, J Zhang, N Barnes - Proceedings of the AAAI Conference on …, 2022 - ojs.aaai.org
Smoke segmentation is essential to precisely localize wildfire so that it can be extinguished
in an early phase. Although deep neural networks have achieved promising results on …

[HTML][HTML] CNN-based fire detection method on autonomous ships using composite channels composed of RGB and IR data

DH Kim, WS Ruy - International Journal of Naval Architecture and Ocean …, 2022 - Elsevier
Since fires grow exponentially after an outbreak, it is crucial to extinguish them quickly. In the
case of fires occurring on commercial ships and naval vessels, smoke and heat in the …

[HTML][HTML] Wildfire Smoke Detection Enhanced by Image Augmentation with StyleGAN2-ADA for YOLOv8 and RT-DETR Models

G Park, Y Lee - Fire, 2024 - mdpi.com
Wildfires pose significant environmental and societal threats, necessitating improved early
detection methods. This study investigates the effectiveness of integrating real-time object …

Feature-comparison network for visual tracking

Z Cui, N Lu - Applied Intelligence, 2023 - Springer
Siamese networks for visual tracking have been widely applied due to their good
performance. However, the performance of Siamese networks relies on the selection of …

A blurry image recognition method for straw burning detection

X Ye, F Yu, C Zhou, M Jiang - 2020 IEEE 5th International …, 2020 - ieeexplore.ieee.org
Straw burning strongly affects the atmospheric environment quality. Smoke detection can
monitor the straw burning because smoke is a common feature of straw burning. Foggy …

[PDF][PDF] Traditional Sensor-Based and Computer Vision-Based Fire Detection Systems: A Review

A Hassan, AI Audu - ARID ZONE JOURNAL OF ENGINEERING …, 2022 - ajol.info
Fire outbreak is one of the leading hazards endangering human lives, properties and the
environment around the world today. It causes huge number of death, massive economic …

FSNet: 基于频率特性的烟雾图像分割网络.

吴健辉, 何灿, 何俊康, 谢永芳… - Control Theory & …, 2023 - search.ebscohost.com
烟雾图像分割是对烟雾进行识别与精准定位的基础, 是火灾预警的重要手段.
针对烟雾分割时存在过分割, 欠分割以及边界拟合粗糙的问题, 本文提出一种基于频率分离特性 …