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 45 wildfire prediction ml frameworks tracked. 1 score above 50 (established tier). The highest-rated is mnpinto/banet at 51/100 with 43 stars.

Get all 45 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	mnpinto/banet A deep learning approach for mapping and dating burned areas using temporal...	51	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	UBC-MDS/forest-fire-area-prediction This project aims to predict the burned area of forest fires in the...	38	Emerging	11	Jupyter Notebook
5	aravind-selvam/forest-fire-prediction Project for Predicting Algerian Forest Fires and Fire Weather Index Using...	37	Emerging	75	Jupyter Notebook
6	osnaren/forest-fire Forest Fire Prediction using Deep Learning	36	Emerging	1	TypeScript
7	laulloliv/firesintheamazon Project FITA: Fires in the Amazon. WebApp para análise e classificação de...	34	Emerging	5	CSS
8	Orion-AI-Lab/mesogeos A multi-purpose dataset for data-driven wildfire modeling in the...	34	Emerging	62	Jupyter Notebook
9	ashishrana1501/Forest-Fire-Prediction Algerian Forest Fire Prediction	31	Emerging	18	Jupyter Notebook
10	vaniseth/Forest-Fire-Prediction-System Forest Fire Prediction System gives the most accurate predictions of when...	28	Experimental	11	Jupyter Notebook
11	jbric16/FlameForecast_Project Phoenix Eye—A NASA Space App Hackathon project that forecasts wildfires,...	28	Experimental	6	Jupyter Notebook
12	HakamShams/LOAN [IEEE TGRS'23] Location-aware Adaptive Normalization: A Deep Learning...	27	Experimental	18	Python
13	praveenb-7/NSAC-Trailblazers A project made for the NASA Space Apps Challenge 2020	27	Experimental	5	JavaScript
14	PiSchool/noa-xai-for-wildfire-forecasting Code for the School of AI challenge "Explainable AI for Wildfire...	26	Experimental	8	Jupyter Notebook
15	nzlul03/forest_fires_prediction The experiment project for predicting the burned area of the forest fires...	24	Experimental	5	Jupyter Notebook
16	Sivarohitk/wildfire-risk-forecast end-to-end pipeline to predict next-day wildfire risk from NASA FIRMS...	23	Experimental	2	Jupyter Notebook
17	Orion-AI-Lab/televit1.0 Televit1.0: Teleconnection-aware Transformers for Subseasonal to Seasonal...	23	Experimental	5	Python
18	milindsai/Inferno-Oracle-1 A preventative approach to predicting and mitigating wildfires using IoT and...	23	Experimental	3	JavaScript
19	Sivaraj-T-hash/TNFSC-Fire-Predictor AI-driven Integrated Command Center for TNFRS. Features an Adaptive Ensemble...	22	Experimental	—	JavaScript
20	ches-001/Project-Inferno Miniature project for the prediction of land surface brightness temperature...	22	Experimental	2	PHP
21	vishalrajofficial/forest-fire-detection-system This project utilizes 🔬 machine learning algorithms to predict 🔥 forest...	22	Experimental	6	HTML
22	NoumanZahid-85/Wildfire-Detection-System A Flask-based web application leveraging Deep Learning (CNNs) to predict and...	21	Experimental	—	Jupyter Notebook
23	ZephyrusBlaze/Wildfire-Detection A Wildfire Detection System that integrates machine learning models with...	21	Experimental	12	Jupyter Notebook
24	AlexandreBrown/WildfirePrediction Canada Wildfire Prediction Using Deep Learning	20	Experimental	7	Jupyter Notebook
25	spaceml-org/pyrocast End-to-end machine learning pipeline for the prediction of extreme and...	20	Experimental	11	Jupyter Notebook
26	shervinnd/Forest-Cover-Type-Classifier 🌳 This Jupyter Notebook trains a neural network on the Covertype dataset to...	20	Experimental	3	Jupyter Notebook
27	udityamerit/Wildfire-Risk-Prediction-Using-Regression-ML-Model This project performs end-to-end wildfire risk prediction using multiple...	19	Experimental	2	Jupyter Notebook
28	yashmahe2020/FireAI An advanced AI-powered wildfire prediction and monitoring system for California.	19	Experimental	1	TypeScript
29	alexandrecogordan/firewatch FireWatch is an innovative machine learning solution designed to identify...	18	Experimental	2	Python
30	KushangShah/Forest-Cover-Prediction Project 3 - Forest Cover Prediction \| from Unified Mentors	17	Experimental	—	Jupyter Notebook
31	kjreddy305-sys/forest-fire-prediction Machine learning model to predict forest fire area using environmental and...	17	Experimental	1	Jupyter Notebook
32	qbrigade/hackathon_LATAM Quantum-Enhanced Wildfire Prediction and Resource Optimization System	15	Experimental	2	Jupyter Notebook
33	aaradhya233/airsense-fire-risk Forest fire risk prediction for Northeast India using NASA FIRMS + ERA5 fusion	14	Experimental	—	Jupyter Notebook
34	Seyed-Ali-Ahmadi/FirePred Contains codes of the paper "FirePred: A hybrid multi-temporal convolutional...	14	Experimental	15	Jupyter Notebook
35	eldthosabu19/-EcoTech- 🌲 Protect forests by detecting wildfire risks with EcoTech's advanced data...	14	Experimental	—	—
36	Tian-nuy/spatiotemporal-wildfire-ga 🔥 Model wildfire risk across the U.S. using a physics-informed Genetic...	13	Experimental	—	Jupyter Notebook
37	innovativetahaseen/FLAME2-DT-Dual-Modality-Forest-Fire-Detection-System Dual-Modality Forest Fire Detection System using Flask and Machine Learning...	13	Experimental	—	JavaScript
38	harshith769/forest-fire-prediction Machine Learning web app predicting Forest Fire Weather Index using Flask...	13	Experimental	—	Jupyter Notebook
39	Colombijo/ForestFireImageRecognition A program that takes satellite images of forests and determines whether it...	11	Experimental	3	Java
40	Ashishkumar-hub/Forest-Cover-Classification To build a classification methodology to predict the type of forest cover...	11	Experimental	3	Jupyter Notebook
41	dodigpaula/honors-year1 First year Honors project "Rainforest deforestation detection and prediction...	11	Experimental	—	Jupyter Notebook
42	Akilesh-GA/DeforestationThreatMonitor A Python-based desktop application built with the PyQt framework to detect...	10	Experimental	1	Jupyter Notebook
43	hubsukalp/Forest_Fire_Detection GreenSkills AI	10	Experimental	1	Jupyter Notebook
44	carminesh/aws-serverless-deep-learning-model The Wildfire Prediction System is a cloud-based application designed to...	10	Experimental	2	Jupyter Notebook
45	amirahSaad/Fire_Forest_Detection Fire Forest Detection project \| Deep Learning	10	Experimental	2	Jupyter Notebook

Comparisons in this category

forest-fire-prediction and Forest-Fire-Prediction (37 vs 31) forest-fire-area-prediction and forest-fire-prediction (38 vs 37) forest-fire-prediction and Forest-Fire-Prediction-System (37 vs 28) forest-fire-prediction and forest-fire-detection-system (37 vs 22) forest-fire-prediction and forest_fires_prediction (37 vs 24) forest-fire-area-prediction and forest_fires_prediction (38 vs 24)