Wildfire Prediction ML ML Frameworks

Deep learning models and systems for forecasting wildfires, predicting burned areas, and detecting fire danger using satellite imagery and environmental data. Does NOT include general forest cover classification, land cover mapping, or non-fire-specific environmental monitoring.

There are 39 wildfire prediction ml frameworks tracked. 1 score above 50 (established tier). The highest-rated is mnpinto/banet at 56/100 with 43 stars and 113 monthly downloads.

Get all 39 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=wildfire-prediction-ml&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	mnpinto/banet A deep learning approach for mapping and dating burned areas using temporal...	56	Established	43	Jupyter Notebook
2	Orion-AI-Lab/wildfire_forecasting Deep Learning Models for Wildfire Danger Forecasting	44	Emerging	79	Python
3	IBM/predict-wildfire-intensity WARNING: This repository is no longer maintained ⚠️ This repository will not...	43	Emerging	35	JavaScript
4	aravind-selvam/forest-fire-prediction Project for Predicting Algerian Forest Fires and Fire Weather Index Using...	37	Emerging	75	Jupyter Notebook
5	Orion-AI-Lab/mesogeos A multi-purpose dataset for data-driven wildfire modeling in the...	34	Emerging	62	Jupyter Notebook
6	UBC-MDS/forest-fire-area-prediction This project aims to predict the burned area of forest fires in the...	31	Emerging	11	Jupyter Notebook
7	osnaren/forest-fire Forest Fire Prediction using Deep Learning	29	Experimental	1	TypeScript
8	laulloliv/firesintheamazon Project FITA: Fires in the Amazon. WebApp para análise e classificação de...	27	Experimental	5	CSS
9	ashishrana1501/Forest-Fire-Prediction Algerian Forest Fire Prediction	24	Experimental	18	Jupyter Notebook
10	HakamShams/LOAN [IEEE TGRS'23] Location-aware Adaptive Normalization: A Deep Learning...	22	Experimental	18	Python
11	Sivaraj-T-hash/TNFSC-Fire-Predictor AI-driven Integrated Command Center for TNFRS. Features an Adaptive Ensemble...	22	Experimental	—	JavaScript
12	jbric16/FlameForecast_Project Phoenix Eye—A NASA Space App Hackathon project that forecasts wildfires,...	21	Experimental	6	Jupyter Notebook
13	vaniseth/Forest-Fire-Prediction-System Forest Fire Prediction System gives the most accurate predictions of when...	21	Experimental	11	Jupyter Notebook
14	praveenb-7/NSAC-Trailblazers A project made for the NASA Space Apps Challenge 2020	20	Experimental	5	JavaScript
15	AhmedMaghawry/SPOFI Spotfire is a crowd-sourcing tool that can support real-time detection and...	19	Experimental	4	Java
16	NoumanZahid-85/Wildfire-Detection-System A Flask-based web application leveraging Deep Learning (CNNs) to predict and...	19	Experimental	—	Jupyter Notebook
17	Orion-AI-Lab/televit1.0 Televit1.0: Teleconnection-aware Transformers for Subseasonal to Seasonal...	19	Experimental	5	Python
18	PiSchool/noa-xai-for-wildfire-forecasting Code for the School of AI challenge "Explainable AI for Wildfire...	19	Experimental	8	Jupyter Notebook
19	nzlul03/forest_fires_prediction The experiment project for predicting the burned area of the forest fires...	17	Experimental	5	Jupyter Notebook
20	Sivarohitk/wildfire-risk-forecast end-to-end pipeline to predict next-day wildfire risk from NASA FIRMS...	17	Experimental	2	Jupyter Notebook
21	milindsai/Inferno-Oracle-1 A preventative approach to predicting and mitigating wildfires using IoT and...	16	Experimental	3	JavaScript
22	SammyCode002/maui-lfmc Mapping wildfire risk in Maui County using Live Fuel Moisture Content (LFMC)...	15	Experimental	1	Python
23	kjreddy305-sys/forest-fire-prediction Machine learning model to predict forest fire area using environmental and...	15	Experimental	1	Jupyter Notebook
24	vishalrajofficial/forest-fire-detection-system This project utilizes 🔬 machine learning algorithms to predict 🔥 forest...	15	Experimental	6	HTML
25	ches-001/Project-Inferno Miniature project for the prediction of land surface brightness temperature...	15	Experimental	2	PHP
26	KushangShah/Forest-Cover-Prediction Project 3 - Forest Cover Prediction \| from Unified Mentors	15	Experimental	—	Jupyter Notebook
27	eldthosabu19/-EcoTech- 🌲 Protect forests by detecting wildfire risks with EcoTech's advanced data...	14	Experimental	—	—
28	aaradhya233/airsense-fire-risk Forest fire risk prediction for Northeast India using NASA FIRMS + ERA5 fusion	14	Experimental	—	Jupyter Notebook
29	ZephyrusBlaze/Wildfire-Detection A Wildfire Detection System that integrates machine learning models with...	14	Experimental	12	Jupyter Notebook
30	Tian-nuy/spatiotemporal-wildfire-ga 🔥 Model wildfire risk across the U.S. using a physics-informed Genetic...	14	Experimental	—	Jupyter Notebook
31	harshith769/forest-fire-prediction Machine Learning web app predicting Forest Fire Weather Index using Flask...	14	Experimental	—	Jupyter Notebook
32	innovativetahaseen/FLAME2-DT-Dual-Modality-Forest-Fire-Detection-System Dual-Modality Forest Fire Detection System using Flask and Machine Learning...	14	Experimental	—	JavaScript
33	shervinnd/Forest-Cover-Type-Classifier 🌳 This Jupyter Notebook trains a neural network on the Covertype dataset to...	14	Experimental	3	Jupyter Notebook
34	udityamerit/Wildfire-Risk-Prediction-Using-Regression-ML-Model This project performs end-to-end wildfire risk prediction using multiple...	13	Experimental	2	Jupyter Notebook
35	spaceml-org/pyrocast End-to-end machine learning pipeline for the prediction of extreme and...	13	Experimental	11	Jupyter Notebook
36	AlexandreBrown/WildfirePrediction Canada Wildfire Prediction Using Deep Learning	13	Experimental	7	Jupyter Notebook
37	yashmahe2020/FireAI An advanced AI-powered wildfire prediction and monitoring system for California.	12	Experimental	1	TypeScript
38	Angel-RG-JS/fire-predictive-engine A polyglot FIRE engine using a Spring Boot orchestrator and a...	11	Experimental	—	Java
39	alexandrecogordan/firewatch FireWatch is an innovative machine learning solution designed to identify...	11	Experimental	2	Python

Comparisons in this category

forest-fire-prediction and Forest-Fire-Prediction (37 vs 24) forest-fire-area-prediction and forest-fire-prediction (31 vs 37) forest-fire-prediction and Forest-Fire-Prediction-System (37 vs 21)