Research and optimization of a multilevel fire detection framework based on deep learning and classical pattern recognition techniques

Abstract Fire detection technology is essential for safeguarding public safety and minimizing property damage. Despite advancements in both traditional methodologies and modern deep learning models, challenges such as suboptimal accuracy and elevated false alarm rates persist, particularly in comple...

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Bibliographic Details
Main Authors: Qi Liu, Hong Chen, Da Lin
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-06721-3
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