Digital Earth Australia Notebooks
Hosts Jupyter Notebooks, Python scripts and workflows for analysing Digital Earth Australia (DEA) satellite data and derived products.
digitalearthaustralia documentation earth-observation earthobservation geoscienceaustralia geospatial-data jupyter-notebook landsat opendatacube python remote-sensing remotesensing satellite-imagery sentinel-2 xarray
Sustainable Development - Knowledge Platforms - Last synced: 26 Apr 2025 - Ranking: 19.0

CoastSat
Enables users to obtain time-series of shoreline position at any coastline worldwide from 30+ years of publicly available satellite imagery.
coastal-engineering earth-engine geospatial google-earth-engine jupyter-notebook landsat-5 landsat-7 landsat-8 landsat-9 python remote-sensing satellite-images sentinel-2 shoreline-detection
Hydrosphere - Coastal and Reefs - Last synced: 26 Apr 2025 - Ranking: 16.9

EOReader
A remote-sensing opensource python library reading optical and SAR constellations, loading and stacking bands, clouds, DEM and spectral indices in a sensor-agnostic way.
cosmo-skymed earth-observation geopandas iceye landsat maxar planetscope pleiades radarsat rasterio remote-sensing saocom sar satellite-imagery sentinel-1 sentinel-2 sentinel-3 terrasar worldview xarray
Sustainable Development - Environmental Satellites - Last synced: 26 Apr 2025 - Ranking: 16.6

SITS
Enables users to apply machine learning techniques for classifying image time series obtained from earth observation data cubes.
big-earth-data cbers earth-observation eo-datacubes geospatial image-time-series land-cover-classification landsat planetary-computer r-spatial remote-sensing rspatial satellite-image-time-series satellite-imagery sentinel-2 stac-api stac-catalog
Natural Resources - Soil and Land - Last synced: 26 Apr 2025 - Ranking: 16.0

Clay Foundation Model
Clay is a foundational model of Earth using a vision transformer architecture adapted to understand geospatial and temporal relations on Earth Observation data.
digital-elevation-model earth-observation embeddings foundation-model sentinel-1 sentinel-2
Sustainable Development - Data Catalogs and Interfaces - Last synced: 26 Apr 2025 - Ranking: 13.0

waterquality
A package designed to detect and quantify water quality and cyanobacterial harmful algal bloom (CHABs) from remotely sensed imagery.
algal-bloom algorithms landsat-8 meris modis olci remote-sensing sentinel-2 water-quality
Natural Resources - Water Supply and Quality - Last synced: 26 Apr 2025 - Ranking: 10.9

EuroCropsML
A pre-processed and ready-to-use machine learning dataset for crop type classification of agricultural parcels in Europe.
agriculture crop-classification dataset deep-learning earth-observation machine-learning sentinel-2 torch
Consumption - Agriculture and Nutrition - Last synced: 26 Apr 2025 - Ranking: 10.0

Awesome Spectral Indices
A ready-to-use curated list of Spectral Indices for Remote Sensing applications.
awesome earth-engine geographic-information-systems gis google-earth-engine javascript landsat landsat-7 landsat-8 modis python radar raster remote-sensing satellite-imagery sentinel sentinel-1 sentinel-2 spectral-index spectral-indices
Sustainable Development - Curated Lists - Last synced: 26 Apr 2025 - Ranking: 8.7

EuroCrops
A dataset collection combining all publicly available self-declared crop reporting datasets from countries of the European Union.
agriculture dataset deep-learning machine-learning opendata sentinel-2
Consumption - Agriculture and Nutrition - Last synced: 26 Apr 2025 - Ranking: 7.6

OBIA4RTM
Aims for plant parameter retrieval - relevant in smart farming applications - by using radiative transfer models and object-based image analysis that directly addresses actual user needs and policy demands in a highly efficient, flexible and scalable way.
google-earth-engine image-analysis imagery obia remote remote-sensing rtm sentinel-2 vegetation
Consumption - Agriculture and Nutrition - Last synced: 26 Apr 2025 - Ranking: 7.2

A high-resolution canopy height model of the Earth
The model estimates canopy top height for every Sentinel-2 image pixel and was trained using sparse GEDI LIDAR data as a reference.
canopy-height-models deep-learning ensemble gedi sentinel-2 uncertainty
Biosphere - Forest Modeling and Analysis - Last synced: 26 Apr 2025 - Ranking: 5.8

S4A
A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning.
crop-classification deep-learning segmentation sentinel-2
Consumption - Agriculture and Nutrition - Last synced: 26 Apr 2025 - Ranking: 5.7

MagicBathyNet
A Multimodal Remote Sensing Dataset for Benchmarking Learning-based Bathymetry and Pixel-based Classification in Shallow Waters.
aerial-imagery bathymetry computer-vision dataset deep-learning depth-estimation earth-observation eu-project magicbathy models ocean-data ocean-mapping remote-sensing satellite-imagery seabed-mapping semantic-segmentation sentinel-2 shallow-water spot6
Hydrosphere - Ocean Models - Last synced: 26 Apr 2025 - Ranking: 3.4

biodivMapR
An R package for α- and β-diversity mapping using remotely-sensed images.
biodiversity diversity-mapping hyperspectral-imaging remote-sensing sentinel-2 tropical-forest
Biosphere - Biodiversity Analysis and Metrics - Last synced: 26 Apr 2025 - Ranking: -Infinity
