SOTAVerified

Fire Detection

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 61 papers

TitleStatusHype
TS-SatFire: A Multi-Task Satellite Image Time-Series Dataset for Wildfire Detection and PredictionCode1
FLAME Diffuser: Wildfire Image Synthesis using Mask Guided DiffusionCode1
Rapid Deforestation and Burned Area Detection using Deep Multimodal Learning on Satellite ImageryCode1
Recurrent Trend Predictive Neural Network for Multi-Sensor Fire DetectionCode1
Active Fire Detection in Landsat-8 Imagery: a Large-Scale Dataset and a Deep-Learning StudyCode1
Aerial Imagery Pile burn detection using Deep Learning: the FLAME datasetCode1
Efficient and Compact Convolutional Neural Network Architectures for Non-temporal Real-time Fire DetectionCode1
FireNet: A Specialized Lightweight Fire & Smoke Detection Model for Real-Time IoT ApplicationsCode1
BoWFire: Detection of Fire in Still Images by Integrating Pixel Color and Texture AnalysisCode1
MFGDiffusion: Mask-Guided Smoke Synthesis for Enhanced Forest Fire DetectionCode0
UAV-CodeAgents: Scalable UAV Mission Planning via Multi-Agent ReAct and Vision-Language Reasoning—0
Light-YOLOv8-Flame: A Lightweight High-Performance Flame Detection Algorithm—0
Comparing Next-Day Wildfire Predictability of MODIS and VIIRS Satellite DataCode0
Accident Detection Management System Project Report II—0
ForestProtector: An IoT Architecture Integrating Machine Vision and Deep Reinforcement Learning for Efficient Wildfire MonitoringCode0
Context-Aware Detection of Mixed Critical Events using Video Classification—0
Mirror Target YOLO: An Improved YOLOv8 Method with Indirect Vision for Heritage Buildings Fire Detection—0
CCi-YOLOv8n: Enhanced Fire Detection with CARAFE and Context-Guided Modules—0
Comprehensive and Comparative Analysis between Transfer Learning and Custom Built VGG and CNN-SVM Models for Wildfire Detection—0
Utilizing Transfer Learning and pre-trained Models for Effective Forest Fire Detection: A Case Study of Uttarakhand—0
Designing a Classifier for Active Fire Detection from Multispectral Satellite Imagery Using Neural Architecture Search—0
Synthetic imagery for fuzzy object detection: A comparative study—0
FireLite: Leveraging Transfer Learning for Efficient Fire Detection in Resource-Constrained Environments—0
A Multi-Level Approach for Class Imbalance Problem in Federated Learning for Remote Industry 4.0 Applications—0
EFA-YOLO: An Efficient Feature Attention Model for Fire and Flame Detection—0
Enhancing Tree Type Detection in Forest Fire Risk Assessment: Multi-Stage Approach and Color Encoding with Forest Fire Risk Evaluation Framework for UAV Imagery—0
Indoor Fire and Smoke Detection Using Soft-Voting Based Deep Ensemble ModelCode0
Image Processing Based Forest Fire Detection—0
SIAVC: Semi-Supervised Framework for Industrial Accident Video ClassificationCode0
Decision support system for Forest fire management using Ontology with Big Data and LLMs—0
Performance Analysis of Support Vector Machine (SVM) on Challenging Datasets for Forest Fire Detection—0
Modelling wildland fire burn severity in California using a spatial Super Learner approachCode0
FireMatch: A Semi-Supervised Video Fire Detection Network Based on Consistency and Distribution Alignment—0
Fire Detection From Image and Video Using YOLOv5—0
E^3-UAV: An Edge-based Energy-Efficient Object Detection System for Unmanned Aerial Vehicles—0
Improved Active Fire Detection using Operational U-Nets—0
FSDNet-An efficient fire detection network for complex scenarios based on YOLOv3 and DenseNet—0
To Risk or Not to Risk: Learning with Risk Quantification for IoT Task Offloading in UAVs—0
Image-Based Fire Detection in Industrial Environments with YOLOv4—0
Development Of A Fire Detection System On Satellite Images—0
ABANICCO: A New Color Space for Multi-Label Pixel Classification and Color SegmentationCode0
Light-YOLOv5: A Lightweight Algorithm for Improved YOLOv5 in Complex Fire Scenarios—0
Semantic Sensor Network Ontology based Decision Support System for Forest Fire Management—0
Unified smoke and fire detection in an evolutionary framework with self-supervised progressive data augment—0
Preliminary Wildfire Detection Using State-of-the-art PTZ (Pan, Tilt, Zoom) Camera Technology and Convolutional Neural Networks—0
Assessing the Impact of the Loss Function, Architecture and Image Type for Deep Learning-Based Wildfire SegmentationCode0
Machine Learning Based Early Fire Detection System using a Low-Cost Drone—0
A review of machine learning applications in wildfire science and management—0
Fully Convolutional Variational Autoencoder For Feature Extraction Of Fire Detection SystemCode0
Saliency Based Fire Detection Using Texture and Color Features—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1rTPNNF1-Score0.93—Unverified
2LSTMF1-Score0.86—Unverified
3MLPF1-Score0.73—Unverified