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 71 geospatial ml tools frameworks tracked. 5 score above 70 (verified tier). The highest-rated is torchgeo/torchgeo at 94/100 with 3,921 stars and 306,267 monthly downloads. 5 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	torchgeo/torchgeo TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data	94	Verified	3,921	Python
2	terrastackai/terratorch A Python toolkit for fine-tuning Geospatial Foundation Models (GFMs).	87	Verified	749	Python
3	opengeos/geoai GeoAI: Artificial Intelligence for Geospatial Data	73	Verified	2,656	Python
4	fatiando/verde Processing and gridding spatial data, machine-learning style	73	Verified	651	Python
5	sentinel-hub/eo-learn Earth observation processing framework for machine learning in Python	71	Verified	1,225	Python
6	OSGeo/grass GRASS - free and open-source geospatial processing engine	69	Established	1,087	C
7	DataverseLabs/pyinterpolate Kriging \| Poisson Kriging \| Variogram Analysis	67	Established	174	Python
8	semiautomaticgit/remotior_sensus A Python package that allows for the processing of remote sensing images and...	61	Established	40	Python
9	kraina-ai/srai Spatial Representations for Artificial Intelligence - a Python library...	60	Established	354	Python
10	FEZtool-team/FEZrs FEZrs is an advanced Python library developed by FEZtool for remote sensing...	58	Established	21	Python
11	limbo018/DREAMPlace Deep learning toolkit-enabled VLSI placement	54	Established	956	C++
12	actris-cloudnet/voodoonet Machine learning application for detecting liquid droplets in mixed-phase...	53	Established	4	Python
13	biasvariancelabs/aitlas AiTLAS implements state-of-the-art AI methods for exploratory and predictive...	53	Established	208	Python
14	kanglcn/moraine Modern Radar Interferometry Environment; A simple, stupid InSAR...	50	Established	42	Jupyter Notebook
15	instadeepai/InstaGeo-E2E-Geospatial-ML A python package for end-to-end geospatial machine learning using...	49	Emerging	79	Python
16	andreasMazur/geoconv A Python library for end-to-end learning on surfaces. It implements...	49	Emerging	37	Python
17	yaak-ai/rbyte Multimodal datasets for spatial intelligence	49	Emerging	39	Python
18	remotesensinginfo/rsgislib Remote Sensing and GIS Software Library; python module tools for processing...	48	Emerging	168	C++
19	mitre-atlas/atlas-data ATLAS tactics, techniques, and case studies data	48	Emerging	114	Python
20	JvdHoogen/paderborn_bearing Package for preprocessing Paderborn Bearing dataset	46	Emerging	12	Python
21	Thinklab-SJTU/EDA-AI Implementations of DeepPlace, PRNet, HubRouter, PreRoutGNN, FlexPlanner and...	46	Emerging	298	C
22	locationtech/rasterframes Geospatial Raster support for Spark DataFrames	46	Emerging	255	Jupyter Notebook
23	opengeos/geospatial-ml A Python package for installing commonly used packages for geospatial...	45	Emerging	154	Python
24	azavea/raster-vision An open source library and framework for deep learning on satellite and...	45	Emerging	2,210	Python
25	voxel51/eta ETA: Extensible Toolkit for Analytics	44	Emerging	37	Python
26	deepVector/geospatial-machine-learning A curated list of resources focused on Machine Learning in Geospatial Data Science.	44	Emerging	695	—
27	ahmadjaved97/ImageAtlas A toolkit for organizing, cleaning and analysing your image datasets.	43	Emerging	17	Python
28	circuitnet/CircuitNet CircuitNet: An Open-Source Dataset for Machine Learning Applications in...	42	Emerging	455	Python
29	aradfarahani/Remote-Sensing And this Repository made the Journey of FEZtool.com	41	Emerging	37	Jupyter Notebook
30	geogate-io/GeoGate GeoGate is an open source project that provides a generic way to interact...	39	Emerging	5	Fortran
31	dessa-oss/atlas An Open Source, Self-Hosted Platform For Applied Deep Learning Development	39	Emerging	292	Python
32	sentinel-hub/eo-grow Earth observation framework for scaled-up processing in Python	38	Emerging	46	Python
33	Devanik21/ISRO_Mining_Site_FINAL_APP Galactic Mining Hub is an advanced Machine Learning-based platform designed...	38	Emerging	20	Jupyter Notebook
34	geoai-lab/PyGRF An improved Python Geographical Random Forest model	37	Emerging	60	Jupyter Notebook
35	cuicaihao/split_raster Split Raster is an open-source and highly versatile Python package designed...	36	Emerging	27	Jupyter Notebook
36	geospaitial-lab/aviary Pythonic Framework for AI Inference on Geospatial Data	35	Emerging	9	Python
37	rramosp/geetiles download Google Earth Engine datasets to tiles as geotiff arrays	35	Emerging	75	Python
38	mundialis/geo-neural-network Python library for neural network analysis with geodata.	34	Emerging	2	Python
39	wherobots/GeoTorchAI GeoTorchAI: A Framework for Training and Using Spatiotemporal Deep Learning...	34	Emerging	514	Jupyter Notebook
40	dymaxionlabs/satproc :artificial_satellite: Python library and CLI tools for processing...	33	Emerging	37	Python
41	souravbhadra/raster4ml A geospatial raster processing library for machine learning	33	Emerging	123	Python
42	biasvariancelabs/aitlas-arena An open-source benchmark framework for evaluating state-of-the-art deep...	28	Experimental	90	—
43	rohanmistry231/Geodata-Processing-using-Python-and-Machine-Learning A Python-based project for processing and analyzing geospatial data using...	28	Experimental	27	Jupyter Notebook
44	BzGEO/Geo_AI_compendium References regarding geospatial artificial intelligence (#geoAI) and...	27	Experimental	9	—
45	KentaItakura/Image-classification-using-oversampling-imagedatastore This example shows how to classify images for imbalanced training dataset...	27	Experimental	8	MATLAB
46	geru-scotland/pylib-atlas A curated list with useful Python programming tools and libraries, as well...	27	Experimental	67	—
47	gmum/SpaRRTa A Synthetic Benchmark for Evaluating Spatial Intelligence in Visual Foundation Models	26	Experimental	6	Python
48	tematik-dev/GeoAI_Report This repo contains reports obtained from GeoAI development performed by The...	26	Experimental	8	—
49	iamtekson/geospatial-machine-learning Machine learning in geospatial data	26	Experimental	34	Jupyter Notebook
50	HSG-AIML/RemoteSensingNO2Estimation Estimation of Air Pollution with Remote Sensing Data: Revealing Greenhouse...	25	Experimental	26	Python
51	geoseeer/GeoSeer The official GitHub repository for GeoSeer (geoseeer.com)	25	Experimental	3	—
52	arashmodrad/rs_SSC Remote sensing of suspended sediment	24	Experimental	4	JavaScript
53	ycchen218/EDA-IRdrop-Prediction This is a deep-learning based model for Electronic Design Automation(EDA),...	24	Experimental	34	Python
54	nicoarrroyo/OpenResIN Open-source Reservoir Identification and Navigation tool	23	Experimental	1	Python
55	timorleste/raster-surface-overlay-vector-map This map illustrates the extent of the settlement locality, suco boundaries...	23	Experimental	2	JavaScript
56	irein2/gisatb 🛰️ Utilize advanced geospatial technologies for remote sensing, data...	22	Experimental	—	—
57	carpentries-incubator/deep-learning-geospatial An introduction to deep learning for geospatial raster data (satellite images)	22	Experimental	—	—
58	ycchen218/EDA-Congestion-Prediction This is a deep-learning based model for Electronic Design Automation(EDA),...	22	Experimental	24	Python
59	lab-v2/PyEDCR PyEDCR is a metacognitive neuro-symbolic method for learning error detection...	22	Experimental	7	Python
60	DimitrisMantas/aef-embeddings Python client for downloading and processing AlphaEarth Foundation satellite...	22	Experimental	—	Python
61	ycchen218/EDA-DRC-Prediction This is a deep-learning based model for Electronic Design Automation(EDA),...	21	Experimental	13	Python
62	weiji14/foss4g2023oceania The ecosystem of geospatial machine learning tools in the Pangeo world.	20	Experimental	12	Jupyter Notebook
63	AyushExel/atlas-ai Data-centric AI framework for search, retrieval and training of massive datasets	19	Experimental	3	Python
64	gavargas22/ml_geologic_mapping AI Assisted Geologic Mapping	19	Experimental	4	Jupyter Notebook
65	kartAI/kartAI AI models for aerial image analysis. Generating traning data, training...	18	Experimental	18	Python
66	AlvaroAscanio/Segmentacion-de-Fallas-Geologicas-en-Imagenes-Sismicas-ruidosas Este repositorio contiene los códigos y modelos utilizados para la...	16	Experimental	1	Jupyter Notebook
67	LQY404/EDA-info the awesome work, project and lab of EDA (Electronic Design Automation)....	15	Experimental	26	—
68	OluwasegunIsaac/gaia Welcome to the Geographic AI for Soil Assessment gaia interface, your...	15	Experimental	1	Jupyter Notebook
69	mdkhademali/gis-rs-ml-bangla-series In this series, I have explained everything step by step to teach GIS,...	14	Experimental	3	Jupyter Notebook
70	XVX-016/Aether-eye Automated satellite imagery analysis and OSINT correlation for critical...	14	Experimental	—	Python
71	tess-vu/vision-EO Remote Sensing and Machine Learning: Implementing supervised/unsupervised...	14	Experimental	—	Jupyter Notebook

Comparisons in this category

torchgeo and geoai (94 vs 73) torchgeo and terratorch (94 vs 87) geoai and aitlas (73 vs 53) eo-learn and InstaGeo-E2E-Geospatial-ML (71 vs 49)