[HTML][HTML] Learning class-specific spectral patterns to improve deep learning-based scene-level fire smoke detection from multi-spectral satellite imagery

L Zhao, J Liu, S Peters, J Li, N Mueller… - … Applications: Society and …, 2024 - Elsevier
This paper introduces the Input Amplification (InAmp) module, a deep learning (DL)
innovation designed to enable DL models to automatically learn class-specific spectral …

Two-stage deep learning-based video image recognition of early fires in heritage buildings

S Gao, G Huang, X Chen, H Jiang, L Zhou… - … Applications of Artificial …, 2024 - Elsevier
Fire poses a huge safety risk to heritage or historic buildings. Traditional approaches are
unsuitable because of their high false alarm rates, delayed features, and vulnerability in …

An efficient deep learning architecture for effective fire detection in smart surveillance

H Yar, ZA Khan, I Rida, W Ullah, MJ Kim… - Image and Vision …, 2024 - Elsevier
The threat of fire is pervasive, poses significant risks to the environment, and may include
potential fatalities, property devastation, and socioeconomic disruption. Successfully …

Ship-Fire net: an improved YOLOv8 algorithm for ship fire detection

Z Zhang, L Tan, RLK Tiong - Sensors, 2024 - mdpi.com
Ship fire may result in significant damage to its structure and large economic loss. Hence,
the prompt identification of fires is essential in order to provide prompt reactions and …

An Efficient Forest Fire Detection Algorithm Using Improved YOLOv5

P Shi, J Lu, Q Wang, Y Zhang, L Kuang, X Kan - Forests, 2023 - mdpi.com
Forest fires result in severe disaster, causing significant ecological damage and substantial
economic losses. Flames and smoke represent the predominant characteristics of forest …

Improved YOLOv5s combining enhanced backbone network and optimized self-attention for PCB defect detection

Y Zhang, M Xu, Q Zhu, S Liu, G Chen - The Journal of Supercomputing, 2024 - Springer
As the foundation of circuits and electronic systems, the quality of printed circuit boards
(PCBs) is directly related to the reliability of the whole system. At present, deep learning …

Advancing fire detection: two-stage deep learning with hybrid feature extraction using faster R-CNN approach

M Cheknane, T Bendouma, SS Boudouh - Signal, Image and Video …, 2024 - Springer
Fire incidents pose severe threats to life, property, and the environment, accounting for
significant losses worldwide. Traditional sensing technologies exhibit limitations in …

Enhancing Fire Detection Comparison using YOLOv5, Mobile Net SSD, and Custom CNN

Y Boer, L Valencia, YM Deshilkia… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
This study tackles the intrinsic difficulties that come with fighting fire and addresses the
urgent need to improve fire detection techniques. This study thoroughly assesses well …