A dual-stage deep learning framework for simultaneous fire and firearm detection in smart surveillance systems

Traditional video surveillance systems often treat fire detection and firearm recognition as separate tasks, missing the opportunity to address multiple security threats in an integrated manner. This paper presents a novel dual-stage deep learning framework for real-time, unified detection of fire a...

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Bibliographic Details
Main Authors: Ram Pravesh, Bikash Chandra Sahana
Format: Article
Language:English
Published: Elsevier 2025-09-01
Series:Results in Engineering
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2590123025024028
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