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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 1–10 of 61 papers

Title	Date	Tasks	Status	Hype
TS-SatFire: A Multi-Task Satellite Image Time-Series Dataset for Wildfire Detection and Prediction	Dec 16, 2024	Earth ObservationFire Detection	CodeCode Available	1
FLAME Diffuser: Wildfire Image Synthesis using Mask Guided Diffusion	Mar 6, 2024	Fire DetectionImage Generation	CodeCode Available	1
Rapid Deforestation and Burned Area Detection using Deep Multimodal Learning on Satellite Imagery	Jul 10, 2023	Fire Detection	CodeCode Available	1
Recurrent Trend Predictive Neural Network for Multi-Sensor Fire Detection	Jun 10, 2021	Fire DetectionMultivariate Time Series Forecasting	CodeCode Available	1
Active Fire Detection in Landsat-8 Imagery: a Large-Scale Dataset and a Deep-Learning Study	Jan 9, 2021	Decision MakingFire Detection	CodeCode Available	1
Aerial Imagery Pile burn detection using Deep Learning: the FLAME dataset	Dec 28, 2020	BIG-bench Machine LearningBinary Classification	CodeCode Available	1
Efficient and Compact Convolutional Neural Network Architectures for Non-temporal Real-time Fire Detection	Oct 17, 2020	Binary ClassificationClassification	CodeCode Available	1
FireNet: A Specialized Lightweight Fire & Smoke Detection Model for Real-Time IoT Applications	May 28, 2019	Fire Detection	CodeCode Available	1
BoWFire: Detection of Fire in Still Images by Integrating Pixel Color and Texture Analysis	Jun 10, 2015	Decision MakingFire Detection	CodeCode Available	1
MFGDiffusion: Mask-Guided Smoke Synthesis for Enhanced Forest Fire Detection	Jul 15, 2025	Fire DetectionImage Generation	CodeCode Available	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