A curated list of open technology projects to sustain a stable climate, energy supply, biodiversity and natural resources.

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