SOTAVerified

Fire Detection

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

Papers

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Showing 1–50 of 61 papers

TitleStatusHype
Rapid Deforestation and Burned Area Detection using Deep Multimodal Learning on Satellite ImageryCode1
Recurrent Trend Predictive Neural Network for Multi-Sensor Fire DetectionCode1
BoWFire: Detection of Fire in Still Images by Integrating Pixel Color and Texture AnalysisCode1
TS-SatFire: A Multi-Task Satellite Image Time-Series Dataset for Wildfire Detection and PredictionCode1
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
FLAME Diffuser: Wildfire Image Synthesis using Mask Guided DiffusionCode1
Comparing Next-Day Wildfire Predictability of MODIS and VIIRS Satellite DataCode0
ForestProtector: An IoT Architecture Integrating Machine Vision and Deep Reinforcement Learning for Efficient Wildfire MonitoringCode0
Fully Convolutional Variational Autoencoder For Feature Extraction Of Fire Detection SystemCode0
SIAVC: Semi-Supervised Framework for Industrial Accident Video ClassificationCode0
Modelling wildland fire burn severity in California using a spatial Super Learner approachCode0
Indoor Fire and Smoke Detection Using Soft-Voting Based Deep Ensemble ModelCode0
ABANICCO: A New Color Space for Multi-Label Pixel Classification and Color SegmentationCode0
Assessing the Impact of the Loss Function, Architecture and Image Type for Deep Learning-Based Wildfire SegmentationCode0
MFGDiffusion: Mask-Guided Smoke Synthesis for Enhanced Forest Fire DetectionCode0
Fire detection in a still image using colour information—0
FireLite: Leveraging Transfer Learning for Efficient Fire Detection in Resource-Constrained Environments—0
FireMatch: A Semi-Supervised Video Fire Detection Network Based on Consistency and Distribution Alignment—0
FSDNet-An efficient fire detection network for complex scenarios based on YOLOv3 and DenseNet—0
Image-Based Fire Detection in Industrial Environments with YOLOv4—0
Image Processing Based Forest Fire Detection—0
Improved Active Fire Detection using Operational U-Nets—0
Light-YOLOv5: A Lightweight Algorithm for Improved YOLOv5 in Complex Fire Scenarios—0
Light-YOLOv8-Flame: A Lightweight High-Performance Flame Detection Algorithm—0
Machine Learning Based Early Fire Detection System using a Low-Cost Drone—0
Mirror Target YOLO: An Improved YOLOv8 Method with Indirect Vision for Heritage Buildings Fire Detection—0
Modeling and Analysis of Wildfire Detection using Wireless Sensor Network with Poisson Deployment—0
Multi-Stage Feature Selection Based Intelligent Classifier for Classification of Incipient Stage Fire in Building—0
Performance Analysis of Support Vector Machine (SVM) on Challenging Datasets for Forest Fire Detection—0
Preliminary Wildfire Detection Using State-of-the-art PTZ (Pan, Tilt, Zoom) Camera Technology and Convolutional Neural Networks—0
Saliency Based Fire Detection Using Texture and Color Features—0
Semantic Sensor Network Ontology based Decision Support System for Forest Fire Management—0
Synthetic imagery for fuzzy object detection: A comparative study—0
Techniques for effective and efficient fire detection from social media images—0
To Risk or Not to Risk: Learning with Risk Quantification for IoT Task Offloading in UAVs—0
UAV-CodeAgents: Scalable UAV Mission Planning via Multi-Agent ReAct and Vision-Language Reasoning—0
Unified smoke and fire detection in an evolutionary framework with self-supervised progressive data augment—0
Unsupervised Segmentation of Fire and Smoke from Infra-Red Videos—0
Utilizing Transfer Learning and pre-trained Models for Effective Forest Fire Detection: A Case Study of Uttarakhand—0
30m resolution Global Annual Burned Area Mapping based on Landsat images and Google Earth Engine—0
Video Smoke Detection Based on Deep Saliency Network—0
Accident Detection Management System Project Report II—0
A CNN-Based Super-Resolution Technique for Active Fire Detection on Sentinel-2 Data—0
A Multi-Level Approach for Class Imbalance Problem in Federated Learning for Remote Industry 4.0 Applications—0
A review of machine learning applications in wildfire science and management—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
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Benchmark Results

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