Real-Time Detection of Forest Fires Using FireNet-CNN and Explainable AI Techniques

Real-Time Detection of Forest Fires Using FireNet-CNN and Explainable AI Techniques

This study presents FireNet-CNN, an advanced deep-learning model particularly designed for forest fire detection, which significantly surpasses existing methods in terms of reliability, efficiency, and interpretability. FireNet-CNN is compared to popular pre-trained models, including VGG16, VGG19, a...

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Bibliographic Details
Main Authors: Gazi Mohammad Imdadul Alam, Naima Tasnia, Tapu Biswas, Md. Jakir Hossen, Sharia Arfin Tanim, Md Saef Ullah Miah
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Forest fire detection
deep learning
generative AI
explainable AI
wildfire monitoring
Online Access:https://ieeexplore.ieee.org/document/10930496/
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