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: 15 May 2025 - Ranking: 18.6

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: 15 May 2025 - Ranking: 17.2

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: 15 May 2025 - Ranking: 16.7

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: 15 May 2025 - Ranking: 15.9

nrt

Python package for near real time detection of change in spatio-temporal datasets, with a focus on forest disturbances mapping.

anomalies-detection datacube forest-disturbances monitoring sentinel-2

Biosphere - Forest Remote Sensing - Last synced: 15 May 2025 - Ranking: 11.4

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: 15 May 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: 14 May 2025 - Ranking: 10.4

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: 14 May 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: 14 May 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: 15 May 2025 - Ranking: 7.0

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: 15 May 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: 15 May 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: 14 May 2025 - Ranking: 3.4

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: 15 May 2025 - Ranking: -Infinity

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: 15 May 2025 - Ranking: -Infinity