Wildfire_Research_Resources
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Published
4 years ago
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DRMALEK
DRMALEK
A repository to be used as a resource in the wildfire area like the detection, forecasting, and segmentation of wildfires 🔥, after the heart-breaking wildfires in Turkey ❤️ and Syria 💚.
Wildfire Research Resources 🌳
A repository to be used as a resource in the wildfire area like the detection, forecasting, and segmentation of wildfires 🔥, after the heart-breaking wildfires in Turkey ❤️
Research 🔬
| Title | URL |
|---|---|
| A review of machine learning applications in wildfire science and management | https://arxiv.org/pdf/2003.00646v2.pdf |
| An insight into machine-learning algorithms to model human-caused wildfire occurrence | https://doi.org/10.1016/j.envsoft.2014.03.003 |
| FireCast: Leveraging Deep Learning to Predict Wildfire Spread | https://www.ijcai.org/Proceedings/2019/0636.pdf |
| Near Real-Time Wildfire Progression Monitoring with Sentinel-1 SAR Time Series and Deep Learning | https://www.nature.com/articles/s41598-019-56967-x |
| Saliency Detection and Deep Learning-Based Wildfire Identification in UAV Imagery | https://www.mdpi.com/1424-8220/18/3/712/html |
| Wildfire Segmentation on Satellite Images using Deep Learning | https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9067475 |
| Deep Learning Models for Predicting Wildfires from Historical Remote-Sensing Data | https://arxiv.org/pdf/2010.07445v3.pdf |
| Modeling Wildfire Perimeter Evolution using Deep Neural Networks | https://arxiv.org/pdf/2009.03977v1.pdf |
| EscapeWildFire: Assisting People to Escape Wildfires in Real-Time | https://arxiv.org/pdf/2102.11558v1.pdf |
| Monitoring the Impact of Wildfires on Tree Species with Deep Learning | https://arxiv.org/pdf/2011.02514v2.pdf |
| A 3D Convolutional Neural Network for Predicting Wildfire Profiles | https://openreview.net/pdf?id=aia4HejvBmY |
| Coordinated Control of UAVs for Human-Centered Active Sensing of Wildfires | https://arxiv.org/pdf/2006.07969v1.pdf |
| Distributed Wildfire Surveillance with Autonomous Aircraft using Deep Reinforcement Learning | https://arxiv.org/pdf/1810.04244v1.pdf |
| Reinforcement Learning based Proactive Control for Transmission Grid Resilience to Wildfire | https://arxiv.org/pdf/2107.05756v1.pdf |
| Slash or burn: Power line and vegetation classification for wildfire prevention | https://arxiv.org/pdf/2105.03804v1.pdf |
| Dense Forecasting of Wildfire Smoke Particulate Matter Using Sparsity Invariant Convolutional Neural Networks | https://arxiv.org/pdf/2009.11362v1.pdf |
| From Static to Dynamic Prediction: Wildfire Risk Assessment Based on Multiple Environmental Factors | https://arxiv.org/pdf/2103.10901v1.pdf |
| RtFPS: An Interactive Map that Visualizes and Predicts Wildfires in the US | https://arxiv.org/pdf/2105.10880v2.pdf |
| Image-based Guidance of Autonomous Aircraft for Wildfire Surveillance and Prediction | https://arxiv.org/pdf/1810.02455v2.pdf |
| Detecting natural disasters, damage, and incidents in the wild | https://arxiv.org/pdf/2008.09188v1.pdf |
| Active Fire Detection in Landsat-8 Imagery: a Large-Scale Dataset and a Deep-Learning Study | https://arxiv.org/pdf/2101.03409v2.pdf |
| FIRe-GAN: A novel Deep Learning-based infrared-visible fusion method for wildfire imagery | https://arxiv.org/pdf/2101.11745v2.pdf |
| Safe Coordination of Human-Robot Firefighting Teams | https://arxiv.org/pdf/1903.06847v1.pdf |
Datasets 📊
| DataSet Type | Title URL |
|---|---|
| Kaggle - Tabular Data | https://www.kaggle.com/ananthu017/california-wildfire-incidents-20132020 |
| Kaggle - Tabular Data | https://www.kaggle.com/annieichen/top-20-largest-california-wildfires |
| Kaggle - Tabular Data | https://www.kaggle.com/fritzstevenson/oregons-historical-wildfires |
| Kaggle - Tabular Data | https://www.kaggle.com/selfishgene/historical-hourly-weather-data |
| Kaggle - Tabular Data | https://www.kaggle.com/dryad/human-mobility-during-natural-disasters |
| Kaggle - Tabular Data | https://www.kaggle.com/capcloudcoder/us-wildfire-data-plus-other-attributes |
| Kaggle - Tabular Data | https://www.kaggle.com/chelseazaloumis/cimis-dataset-with-fire-target |
| Kaggle - Tabular Data | https://www.kaggle.com/new-york-state/nys-forest-ranger-wildland-fire-reporting |
| Kaggle - Tabular Data | https://www.kaggle.com/jl87817/calfire-wildfire-incidents-2013-2020 |
| Kaggle - Tabular Data | https://www.kaggle.com/munizigor/2020-fire-spots-in-brasilia |
| Kaggle - Tabular Data | https://www.kaggle.com/cavfiumella/us-weather-daily-summaries-1991-2016 |
| Kaggle - Tabular Data | https://www.kaggle.com/c/predicting-forest-fires-f2019/overview |
| --- | --- |
| Kaggle - Images - RGB | https://www.kaggle.com/kutaykutlu/forest-fire |
| Kaggle - Images - RGB | https://www.kaggle.com/rtatman/188-million-us-wildfires |
| --- | --- |
| General - Tabular Data | https://datasetguide.com/dataset/98598815dcebe9b0b398263fa4a5b371/ |
| General - Tabular Data | https://www.statista.com/statistics/1043895/number-wildfires-south-america-country/ |
| General - Tabular Data | https://data.humdata.org/dataset/wildfires?force_layout=desktop |
| General - Tabular Data | https://cwfis.cfs.nrcan.gc.ca/ha/nfdb |
| --- | --- |
| General - Images - RGB | https://data.world/uci/forest-fires |
| General - Images - RGB | https://gisdata.mn.gov/dataset/env-wildfires-tracked-by-mndnr |
| --- | --- |
| General - Images - Remote Sensing | https://gisdata.mn.gov/dataset/env-wildfires-tracked-by-mndnr |
| --- | --- |
| General - Mixed Images And Videos | http://wildfire.fesb.hr/ |
| --- | --- |
| Github - Mixed Images And Videos | https://github.com/ubc-lib-geo/awesome-wildfire |
Deep Learning Projects 😎
| Project Title | URL |
|---|---|
| Collection of resources for fire-detection using Nueral nets | https://github.com/robmarkcole/fire-detection-from-images |
| Computer vision library for wildfire detection | https://github.com/pyronear/pyro-vision |
| Using U-Net Model to Detect Wildfire from Satellite Imagery | https://github.com/yueureka/WildFireDetection |
| Wildfire Detection with Deep Neural Networks | https://github.com/tomek-l/fire-detect-nn |
| Smoke-Detection-using-Tensorflow 2.2 | https://github.com/abg3/Smoke-Detection-using-Tensorflow-2.2 |
| Hermes is a Wildfire detection system that utilizes Computer Vision and is accelerated using NVIDIA Deepstream | https://github.com/kn1ghtf1re/Hermes-Deepstream |
| Predict Wildfire Intensity with Watson Studio Machine Learning | https://github.com/IBM/predict-wildfire-intensity |
APIs And Platforms 🤓
| Project Title | URL |
|---|---|
| WIFIRE: Wildfire lab of University of California, San Diego | https://wifire.ucsd.edu/ |
| Spotfire is a crowd-sourcing tool that can support real-time detection and monitoring of wildfire | https://github.com/AhmedMaghawry/SPOFI |
| API for wildfire prevention, detection & monitoring | https://github.com/pyronear/pyro-api |
| Detection & monitoring platform of wildfires | https://github.com/pyronear/pyro-platform |
Contributing 🤝
- If there's anything you think should be included here, you can submit an issue and I'll check it out.
Author
@DRMALEK
DRMALEK