Satellite LULC Classification ML Frameworks

Projects for land use and land cover (LULC) classification using satellite/aerial imagery with machine learning and deep learning. Includes multi-class land cover mapping (vegetation, water, urban, etc.) and related geospatial classification tasks. Does NOT include crop-type-specific classification, change detection, or general remote sensing applications beyond LULC categorization.

There are 60 satellite lulc classification frameworks tracked. The highest-rated is maja601/EuroCrops at 49/100 with 210 stars.

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#	Framework	Score	Tier	Stars	Language
1	maja601/EuroCrops The official repository for the EuroCrops dataset.	49	Emerging	210	Jupyter Notebook
2	dida-do/eurocropsml EuroCropsML is a ready-to-use benchmark dataset for few-shot crop type...	49	Emerging	25	Python
3	langnico/global-canopy-height-model This repository contains the code used in the paper: A high-resolution...	40	Emerging	177	Python
4	clejae/europe_land_iacs_prep Preprocessing and harmonization scripts for IACS/GSA data.	38	Emerging	5	Python
5	Osman-Geomatics93/GCN-Crop-Classification Crop classification from Sentinel-2 imagery using Graph Convolutional...	38	Emerging	6	Python
6	raoofnaushad/Land-Cover-Classification-using-Sentinel-2-Dataset Application of deep learning on Satellite Imagery of Sentinel-2 satellite...	38	Emerging	100	Jupyter Notebook
7	Orion-AI-Lab/S4A Sen4AgriNet: A Sentinel-2 multi-year, multi-country benchmark dataset for...	37	Emerging	110	Jupyter Notebook
8	chrieke/InstanceSegmentation_Sentinel2 🌱 Deep Learning for Instance Segmentation of Agricultural Fields - Master thesis	36	Emerging	430	Jupyter Notebook
9	Shalemrsju4092004/sentinel2-multi-class-land-cover-classification Machine learning-based crop classification using Sentinel-2 multispectral...	32	Emerging	1	JavaScript
10	langnico/GEDI-BDL This repository provides the code used to create the results presented in...	30	Emerging	71	Python
11	Agri-Hub/Space2Ground A dataset with Space (Sentinel-1/2) and Ground (street-level images)...	30	Emerging	22	Jupyter Notebook
12	NASA-DEVELOP/SLaCC The Supervised Land Cover Classification (SLaCC) tool is a Google Earth...	29	Experimental	7	JavaScript
13	jgrss/cultionet Image segmentation of cultivated land	29	Experimental	31	Python
14	ecovision-uzh/BraDD-S1TS [ISPRS 23] Deforestation Detection in the Amazon with Sentinel-1 SAR Image...	28	Experimental	11	Jupyter Notebook
15	palubad/MMTS-GEE Google Earth Engine tool to generate multi-modal and multi-temporal...	28	Experimental	9	JavaScript
16	JoshuaBillson/Waterbody-Detection-Via-Deep-Learning Source code for the paper, "Water Body Extraction from Sentinel-2 Imagery...	27	Experimental	19	Python
17	LNSOTOM/fvc_composition Mapping Fractional Vegetation Cover (FVC) components by introducing a...	26	Experimental	7	Python
18	Phantom-fs/Rock-Type-Classification Code and supplementary materials for the research paper titled 'Advancing...	26	Experimental	11	Jupyter Notebook
19	rslab-ntua/cropmaps Crop type mapping solution for MAGO Project (NTUA)	26	Experimental	6	Jupyter Notebook
20	iamtekson/DL-for-LULC-prediction This is the ResNet50 implementation of the Eurosat dataset.	25	Experimental	23	Jupyter Notebook
21	long123524/BsiNet-torch JAG: Delineation of agricultural fields using multi-task BsiNet from...	25	Experimental	109	Python
22	Surv-Lukmon/LC-Classification-ML Assessed the performance of Random Forest (RF) and Support Vector Machines...	24	Experimental	24	Jupyter Notebook
23	nasa-nccs-hpda/above-shrubs Development of regression deep learning models for ABoVE Shrubs project	23	Experimental	1	Jupyter Notebook
24	ClarkCGA/multi-temporal-crop-classification-baseline Baseline model for crop type segmentation as part of the HLS FM downstream...	23	Experimental	24	Python
25	BzGEO/forest_cover_change Google Earth Engine code for forest cover change mapping based on the...	23	Experimental	5	JavaScript
26	Surv-Lukmon/Crop-Classification Crop type classification with 10m spatial resolution using Random Forest...	23	Experimental	17	Jupyter Notebook
27	sdesena/Improve-LULC-Classification-GEE Learn how to avoid pitfalls and enhance your Land Use and Land Cover...	23	Experimental	1	JavaScript
28	a2415789658-coder/GCN-Crop-Classification 🌾 Classify crops using Graph Convolutional Networks for accurate pixel-level...	23	Experimental	1	Python
29	pixelpawnshop/Satellite-Imagery-Land-Use-Classification Interactive web app for land use classification from Sentinel-2 satellite...	22	Experimental	3	Python
30	justinn-j-jones/Spaceborne-lidar-for-vegetation-assessment Supporting materials and notebooks for the Spaceborne Lidar for Vegetation...	22	Experimental	—	Jupyter Notebook
31	namratadutt/LiDAR-and-Hyperspectral-Fusion-classification Landcover classification using the fusion of HSI and LiDAR data.	22	Experimental	14	Python
32	bellasih/multimodal_supercon Multimodal SuperCon: Classifier for Drivers of Deforestation in Indonesia	21	Experimental	10	Jupyter Notebook
33	aj1365/DeepForest-Wetland-Paper Here are the codes for the "Deep Forest classifier for wetland mapping using...	20	Experimental	17	Jupyter Notebook
34	JAEarly/MIL-Land-Cover-Classification Code for the paper "Scene-to-Patch Earth Observation: Multiple Instance...	20	Experimental	14	Python
35	WangHuangHan/CanopyCarbonPrediction_GEE This project uses satellite images on Google Earth Engine to predict canopy...	20	Experimental	17	JavaScript
36	fauzan9585/LandslideDetection-GEE The comparison of Random Forest and Rule-based Landslide detection in Google...	20	Experimental	7	—
37	sdesena/above-ground-biomass-machine-learning End-to-end geospatial data science workflow for predicting Above Ground...	19	Experimental	8	Jupyter Notebook
38	HarshilMaks/EuroSAT-ResNet101 A Geo-AI engine for automated ESG and supply chain monitoring. This project...	19	Experimental	—	Python
39	BEEILAB/LULC-Classification-Using-Deep-learning This repository will guide you how to use deep learning algorithms for land...	19	Experimental	10	Jupyter Notebook
40	r-wenger/land-use-land-cover-datasets List of datasets and codes for remote sensing LULC applications.	19	Experimental	54	—
41	ojask3150/CROP-TYPE-MAPPING-USING-SENTINEL--2-BANDS A 2 stage deep learning model that maps crop types based on Sentinel-2 data...	19	Experimental	—	Jupyter Notebook
42	jshenaop/satellite-lulc-deep-learning Estimación de demanda de tráfico 5G en Colombia mediante clasificación de...	19	Experimental	—	—
43	sorna-fast/eurosat-cnn-classifier Satellite Image Classification using CNN - EuroSAT Dataset Deep Learning...	18	Experimental	4	Jupyter Notebook
44	iremozcann/Land-Cover-Prediction-Using-Machine-Learning Land Cover Prediction from Satellite Imagery Using Machine Learning Techniques	18	Experimental	11	Jupyter Notebook
45	Raul4fun/Masters-Thesis-GeoAI-1D-CNN 🌍 Analyze Land Use and Land Cover using deep learning and Google Earth...	17	Experimental	3	—
46	jcblsn/rainforest-segmentation A comparison of deep learning segmentation models for deforestation...	17	Experimental	5	Jupyter Notebook
47	dataforgoodfr/batch11_cartovegetation Land cover mapping automation tool using IGN aerial photographs	16	Experimental	3	C++
48	HenriqueToledo/Semantic-segmentation-applied-to-crop-rows A survey of image segmentation techniques applied to detection of crop rows...	16	Experimental	3	C++
49	vannolimarco/classification-for-land-use-images-via-cnn Performing a classification of the land-use image provided by a Remote...	16	Experimental	14	Python
50	filipe-braiman/cnn-vs-cnnvit-eurosat A reproducible cross‑framework study comparing CNN and CNN‑ViT hybrid...	15	Experimental	1	Jupyter Notebook
51	kamalesh003/Land_Cover_Classification_Using_Satellite_Imagery This project uses satellite imagery to classify different land cover types...	15	Experimental	—	Jupyter Notebook
52	LEUrso/MSc_ThesisScripts JavaScript programs for Google Earth Engine developed during Luke Urso's...	14	Experimental	—	JavaScript
53	REDDYNEERAJ/Land-Classifier_using-ML-NN Trained a deep learning-based system using high-resolution Sentinel-2...	13	Experimental	—	CSS
54	association-rosia/vesuvius-challenge Unveiling the secrets of an ancient library buried by Mount Vesuvius, this...	13	Experimental	5	Jupyter Notebook
55	AlvaroVasquezAI/Satellite_Image_Classification Satellite image classification using a custom Convolutional Neural Network...	12	Experimental	1	Jupyter Notebook
56	balakumaran247/TN_LULC_GEE_App Google Earth Engine App - Tamil Nadu LandUse LandCover classification -...	12	Experimental	14	—
57	mapbiomas/brazil-coastal-zone This repository contains the workflows and methodologies used to map land...	11	Experimental	—	JavaScript
58	ashishmtu/NEON-GEDI Aboveground Biomass Density Estimation Using Deep Learning: Insight from...	11	Experimental	2	—
59	mapbiomas/brazil-aquaculture Methodology description of the Mapbiomas' aquaculture detection target	11	Experimental	—	Jupyter Notebook
60	akhilchibber/Timeseries-Crop-Segmentation Deep Learning Crop Mapping using Sentinel-2 Time Series Imagery	11	Experimental	2	Jupyter Notebook

Comparisons in this category

EuroCrops and eurocropsml (49 vs 49)