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Fire Detection

Detection of fire using multi-variate time series sensor data.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 61 papers

Title	Date	Tasks	Status	Hype	Score
Comparing Next-Day Wildfire Predictability of MODIS and VIIRS Satellite Data	Mar 11, 2025	Fire Detection	CodeCode Available	0	5
Indoor Fire and Smoke Detection Using Soft-Voting Based Deep Ensemble Model	Jun 11, 2024	Fire DetectionTransfer Learning	CodeCode Available	0	5
MFGDiffusion: Mask-Guided Smoke Synthesis for Enhanced Forest Fire Detection	Jul 15, 2025	Fire DetectionImage Generation	CodeCode Available	0	5
ForestProtector: An IoT Architecture Integrating Machine Vision and Deep Reinforcement Learning for Efficient Wildfire Monitoring	Jan 17, 2025	Deep Reinforcement LearningFire Detection	CodeCode Available	0	5
ABANICCO: A New Color Space for Multi-Label Pixel Classification and Color Segmentation	Nov 15, 2022	Fire Detection	CodeCode Available	0	5
Fully Convolutional Variational Autoencoder For Feature Extraction Of Fire Detection System	Mar 1, 2020	Deep LearningDimensionality Reduction	CodeCode Available	0	5
Assessing the Impact of the Loss Function, Architecture and Image Type for Deep Learning-Based Wildfire Segmentation	Jul 30, 2021	Fire DetectionSegmentation	CodeCode Available	0	5
Modelling wildland fire burn severity in California using a spatial Super Learner approach	Nov 25, 2023	Fire DetectionInterpretable Machine Learning	CodeCode Available	0	5
Decision support system for Forest fire management using Ontology with Big Data and LLMs	May 18, 2024	Fire DetectionManagement	—Unverified	0	0
Context-Aware Detection of Mixed Critical Events using Video Classification	Nov 24, 2024	Fire DetectionVideo Classification	—Unverified	0	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	rTPNN	F1-Score	0.93	—	Unverified
2	LSTM	F1-Score	0.86	—	Unverified
3	MLP	F1-Score	0.73	—	Unverified