Geospatial ML Tools ML Frameworks

Frameworks and libraries for geospatial analysis, remote sensing, and raster/vector data processing integrated with machine learning. Does NOT include general ML frameworks, GIS visualization tools without ML focus, or domain-specific applications (soil assessment, wildfire prediction).

There are 81 geospatial ml tools frameworks tracked. 7 score above 70 (verified tier). The highest-rated is torchgeo/torchgeo at 81/100 with 3,921 stars. 5 of the top 10 are actively maintained.

Get all 81 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	torchgeo/torchgeo TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data	81	Verified	3,921	Python
2	terrastackai/terratorch A Python toolkit for fine-tuning Geospatial Foundation Models (GFMs).	79	Verified	749	Python
3	DataverseLabs/pyinterpolate Kriging \| Poisson Kriging \| Variogram Analysis	74	Verified	174	Python
4	OSGeo/grass GRASS - free and open-source geospatial processing engine	73	Verified	1,087	C
5	sentinel-hub/eo-learn Earth observation processing framework for machine learning in Python	71	Verified	1,225	Python
6	fatiando/verde Processing and gridding spatial data, machine-learning style	71	Verified	651	Python
7	opengeos/geoai GeoAI: Artificial Intelligence for Geospatial Data	70	Verified	2,656	Python
8	limbo018/DREAMPlace Deep learning toolkit-enabled VLSI placement	61	Established	956	C++
9	actris-cloudnet/voodoonet Machine learning application for detecting liquid droplets in mixed-phase...	60	Established	4	Python
10	kraina-ai/srai Spatial Representations for Artificial Intelligence - a Python library...	60	Established	354	Python
11	semiautomaticgit/remotior_sensus A Python package that allows for the processing of remote sensing images and...	59	Established	40	Python
12	FEZtool-team/FEZrs FEZrs is an advanced Python library developed by FEZtool for remote sensing...	58	Established	21	Python
13	biasvariancelabs/aitlas AiTLAS implements state-of-the-art AI methods for exploratory and predictive...	57	Established	208	Python
14	instadeepai/InstaGeo-E2E-Geospatial-ML A python package for end-to-end geospatial machine learning using...	56	Established	79	Python
15	mitre-atlas/atlas-data ATLAS tactics, techniques, and case studies data	55	Established	114	Python
16	remotesensinginfo/rsgislib Remote Sensing and GIS Software Library; python module tools for processing...	55	Established	168	C++
17	Thinklab-SJTU/EDA-AI Implementations of DeepPlace, PRNet, HubRouter, PreRoutGNN, FlexPlanner and...	53	Established	298	C
18	locationtech/rasterframes Geospatial Raster support for Spark DataFrames	53	Established	255	Jupyter Notebook
19	kanglcn/moraine Modern Radar Interferometry Environment; A simple, stupid InSAR...	53	Established	42	Jupyter Notebook
20	azavea/raster-vision An open source library and framework for deep learning on satellite and...	52	Established	2,210	Python
21	voxel51/eta ETA: Extensible Toolkit for Analytics	51	Established	37	Python
22	deepVector/geospatial-machine-learning A curated list of resources focused on Machine Learning in Geospatial Data Science.	51	Established	695	—
23	andreasMazur/geoconv A Python library for end-to-end learning on surfaces. It implements...	50	Established	37	Python
24	yaak-ai/rbyte Multimodal datasets for spatial intelligence	50	Established	39	Python
25	opengeos/geospatial-ml A Python package for installing commonly used packages for geospatial...	49	Emerging	154	Python
26	circuitnet/CircuitNet CircuitNet: An Open-Source Dataset for Machine Learning Applications in...	49	Emerging	455	Python
27	aradfarahani/Remote-Sensing And this Repository made the Journey of FEZtool.com	48	Emerging	37	Jupyter Notebook
28	JvdHoogen/paderborn_bearing Package for preprocessing Paderborn Bearing dataset	47	Emerging	12	Python
29	dessa-oss/atlas An Open Source, Self-Hosted Platform For Applied Deep Learning Development	46	Emerging	292	Python
30	ahmadjaved97/ImageAtlas A toolkit for organizing, cleaning and analysing your image datasets.	46	Emerging	17	Python
31	Devanik21/ISRO_Mining_Site_FINAL_APP Galactic Mining Hub is an advanced Machine Learning-based platform designed...	45	Emerging	20	Jupyter Notebook
32	geoai-lab/PyGRF An improved Python Geographical Random Forest model	44	Emerging	60	Jupyter Notebook
33	rramosp/geetiles download Google Earth Engine datasets to tiles as geotiff arrays	42	Emerging	75	Python
34	wherobots/GeoTorchAI GeoTorchAI: A Framework for Training and Using Spatiotemporal Deep Learning...	41	Emerging	514	Jupyter Notebook
35	sentinel-hub/eo-grow Earth observation framework for scaled-up processing in Python	40	Emerging	46	Python
36	cuicaihao/split_raster Split Raster is an open-source and highly versatile Python package designed...	40	Emerging	27	Jupyter Notebook
37	dymaxionlabs/satproc :artificial_satellite: Python library and CLI tools for processing...	40	Emerging	37	Python
38	souravbhadra/raster4ml A geospatial raster processing library for machine learning	40	Emerging	123	Python
39	geospaitial-lab/aviary Pythonic Framework for AI Inference on Geospatial Data	39	Emerging	9	Python
40	mundialis/geo-neural-network Python library for neural network analysis with geodata.	36	Emerging	2	Python
41	biasvariancelabs/aitlas-arena An open-source benchmark framework for evaluating state-of-the-art deep...	35	Emerging	90	—
42	rohanmistry231/Geodata-Processing-using-Python-and-Machine-Learning A Python-based project for processing and analyzing geospatial data using...	35	Emerging	27	Jupyter Notebook
43	geru-scotland/pylib-atlas A curated list with useful Python programming tools and libraries, as well...	34	Emerging	67	—
44	KentaItakura/Image-classification-using-oversampling-imagedatastore This example shows how to classify images for imbalanced training dataset...	34	Emerging	8	MATLAB
45	tematik-dev/GeoAI_Report This repo contains reports obtained from GeoAI development performed by The...	33	Emerging	8	—
46	iamtekson/geospatial-machine-learning Machine learning in geospatial data	33	Emerging	34	Jupyter Notebook
47	HSG-AIML/RemoteSensingNO2Estimation Estimation of Air Pollution with Remote Sensing Data: Revealing Greenhouse...	32	Emerging	26	Python
48	ycchen218/EDA-IRdrop-Prediction This is a deep-learning based model for Electronic Design Automation(EDA),...	31	Emerging	34	Python
49	arashmodrad/rs_SSC Remote sensing of suspended sediment	31	Emerging	4	JavaScript
50	BzGEO/Geo_AI_compendium References regarding geospatial artificial intelligence (#geoAI) and...	30	Emerging	9	—
51	nicoarrroyo/OpenResIN Open-source Reservoir Identification and Navigation tool	30	Emerging	1	Python
52	timorleste/raster-surface-overlay-vector-map This map illustrates the extent of the settlement locality, suco boundaries...	30	Emerging	2	JavaScript
53	lab-v2/PyEDCR PyEDCR is a metacognitive neuro-symbolic method for learning error detection...	29	Experimental	7	Python
54	ycchen218/EDA-Congestion-Prediction This is a deep-learning based model for Electronic Design Automation(EDA),...	29	Experimental	24	Python
55	ycchen218/EDA-DRC-Prediction This is a deep-learning based model for Electronic Design Automation(EDA),...	28	Experimental	13	Python
56	weiji14/foss4g2023oceania The ecosystem of geospatial machine learning tools in the Pangeo world.	27	Experimental	12	Jupyter Notebook
57	gmum/SpaRRTa A Synthetic Benchmark for Evaluating Spatial Intelligence in Visual Foundation Models	27	Experimental	6	Python
58	gavargas22/ml_geologic_mapping AI Assisted Geologic Mapping	26	Experimental	4	Jupyter Notebook
59	kartAI/kartAI AI models for aerial image analysis. Generating traning data, training...	25	Experimental	18	Python
60	AyushExel/atlas-ai Data-centric AI framework for search, retrieval and training of massive datasets	25	Experimental	3	Python
61	AlvaroAscanio/Segmentacion-de-Fallas-Geologicas-en-Imagenes-Sismicas-ruidosas Este repositorio contiene los códigos y modelos utilizados para la...	23	Experimental	1	Jupyter Notebook
62	DimitrisMantas/aef-embeddings Python client for downloading and processing AlphaEarth Foundation satellite...	22	Experimental	—	Python
63	LQY404/EDA-info the awesome work, project and lab of EDA (Electronic Design Automation)....	22	Experimental	26	—
64	irein2/gisatb 🛰️ Utilize advanced geospatial technologies for remote sensing, data...	22	Experimental	—	—
65	carpentries-incubator/deep-learning-geospatial An introduction to deep learning for geospatial raster data (satellite images)	21	Experimental	—	—
66	mdkhademali/gis-rs-ml-bangla-series In this series, I have explained everything step by step to teach GIS,...	20	Experimental	3	Jupyter Notebook
67	tess-vu/vision-EO Remote Sensing and Machine Learning: Implementing supervised/unsupervised...	14	Experimental	—	Jupyter Notebook
68	XVX-016/Aether-eye Automated satellite imagery analysis and OSINT correlation for critical...	14	Experimental	—	Python
69	mateuspicanco/project-atlas-sao-paulo A project for the development of rich geospatial data from the city of São...	13	Experimental	11	Jupyter Notebook
70	stscl/sptorch Spatial Analysis Empowered by Neural Networks	13	Experimental	12	CSS
71	k-papadakis/geospatial-labs Remote Sensing on Satellite Imagery and Videos with Deep Learning	12	Experimental	7	Jupyter Notebook
72	ChrisNick92/Geospatial-Data Course in Geospatial Data Analysis - Labs	12	Experimental	5	Jupyter Notebook
73	gguillau/Yachay.ai-Tweet-Geolocation-Prediction This project takes on the goal to improve upon Yachay.ai's infrastructure to...	12	Experimental	7	Jupyter Notebook
74	baillon/IMDS Matlab package to facilitate working with image datastores	11	Experimental	—	HTML
75	Makespace-Mallorca/HydroEar_DIY Hidrófono maker autónomo conectado con capacidad de clasificación de sonidos	11	Experimental	—	—
76	s2akbarp/GeospatialMining_Machine-Learning-Interview In this repository, I will share exercises and resources that have enriched...	11	Experimental	3	Jupyter Notebook
77	Austin-Gabriel/AAAI_Conference_GIS_ViT_CNN A novel knowledge-guided machine learning (KGML) framework where Geographic...	11	Experimental	3	Jupyter Notebook
78	homayounrezaie/HelloEarth Remote Sensing and GIS in Python without GUI !!! (From Zero to Hero )	11	Experimental	3	—
79	mytherapy-coding/TechAtlas A curated map of the best developer resources—coding interviews, system...	11	Experimental	2	—
80	Dennis19075/allskynet-meteor-detector-by-allskycams A Tensorflow Object Detection model to detect meteors in the AllSky7...	11	Experimental	—	Jupyter Notebook
81	gis-ai-org/gisai-js GIS-AI is an open source Machine Learning for raster and vector geospatial...	10	Experimental	2	JavaScript

Comparisons in this category

torchgeo and geoai (81 vs 70) torchgeo and terratorch (81 vs 79) geoai and aitlas (70 vs 57) eo-learn and InstaGeo-E2E-Geospatial-ML (71 vs 56)