Optimizing Fire Scene Analysis: Hybrid Convolutional Neural Network Model Leveraging Multiscale Feature and Attention Mechanisms

Optimizing Fire Scene Analysis: Hybrid Convolutional Neural Network Model Leveraging Multiscale Feature and Attention Mechanisms

The rapid and accurate detection of fire scenes in various environments is crucial for effective disaster management and mitigation. Fire scene classification is a critical aspect of modern fire detection systems that directly affects public safety and property preservation. This research introduced...

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Bibliographic Details
Main Authors: Shakhnoza Muksimova, Sabina Umirzakova, Mirjamol Abdullaev, Young-Im Cho
Format: Article
Language:English
Published: MDPI AG 2024-11-01
Series:Fire
Subjects:
multiscale feature extraction
attention mechanisms
ensemble learning
real-time image processing
deep learning
fire detection
Online Access:https://www.mdpi.com/2571-6255/7/11/422
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