lidR
An R package for airborne LiDAR data manipulation and visualization for forestry application.
als forestry las laz lidar point-cloud r remote-sensing
Biosphere - Forest Remote Sensing - Last synced: 19 May 2025 - Ranking: 23.2
earthaccess
Search, download or stream NASA Earth science data with just a few lines of code.
access climate-data cloud-computing cmr data gis nasa nasa-api nasa-data open-science openscience pangeo remote-sensing
Sustainable Development - Data Catalogs and Interfaces - Last synced: 19 May 2025 - Ranking: 20.9
sentinelsat
Makes searching, downloading and retrieving the metadata of Sentinel satellite images from the Copernicus Open Access Hub easy.
copernicus esa geographic-data hacktoberfest open-data remote-sensing satellite-imagery sentinel
Sustainable Development - Environmental Satellites - Last synced: 19 May 2025 - Ranking: 20.8
openEO
Provides intuitive programming libraries to process a wide variety of earth observation datasets.
earth-observation openeo python remote-sensing
Sustainable Development - Environmental Satellites - Last synced: 19 May 2025 - Ranking: 19.7
EODAG
Gives you an easy way to access products from more than 10 earth observation providers, with more than 50 different product types (Sentinel 1, Sentinel 2, Sentinel 3, Landsat, etc.) that can be searched and downloaded.
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Sustainable Development - Data Catalogs and Interfaces - Last synced: 19 May 2025 - Ranking: 18.8
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: 19 May 2025 - Ranking: 18.5
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: 18 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: 18 May 2025 - Ranking: 16.7
pytesmo
Python Toolbox for the Evaluation of Soil Moisture Observations.
climers earth-science geo python remote-sensing soil-moisture validation
Natural Resources - Soil and Land - Last synced: 19 May 2025 - Ranking: 15.9
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: 19 May 2025 - Ranking: 15.8
Py6S
A Python interface to the 6S Radiative Transfer Model.
atmosphere python radiative-transfer remote-sensing satellite science
Atmosphere - Radiative Transfer - Last synced: 19 May 2025 - Ranking: 15.4
HYDRAFloods
An open source Python application for downloading, processing, and delivering surface water maps derived from remote sensing data.
earth-engine flood google-cloud near-real-time remote-sensing surface-water
Climate Change - Natural Hazard and Storm - Last synced: 19 May 2025 - Ranking: 15.0
eeExtra
A ninja python package that unifies the Google Earth Engine ecosystem.
dataviz earth-engine geographic-information-systems gis google-earth-engine javascript landsat modis python python3 r remote-sensing rstats satellite-imagery sentinel
Sustainable Development - Data Catalogs and Interfaces - Last synced: 18 May 2025 - Ranking: 14.7
xarray-sentinel
Easily access and explore the SAR data products of the Copernicus Sentinel-1 satellite mission in Python.
copernicus earth-observation radar remote-sensing sar satellite-imagery sentinel-1 synthetic-aperture-radar xarray
Sustainable Development - Environmental Satellites - Last synced: 18 May 2025 - Ranking: 14.7
landsatxplore
Provides an interface to the EarthExplorer portal to search and download Landsat Collections scenes through a command-line interface or a Python API.
earth-observation landsat remote-sensing
Sustainable Development - Environmental Satellites - Last synced: 18 May 2025 - Ranking: 14.5
MODIStsp
An R package for automatic download and preprocessing of MODIS Land Products Time-Series.
gdal modis modis-data modis-land-products peer-reviewed preprocessing r r-package remote-sensing rstats satellite-imagery time-series
Sustainable Development - Environmental Satellites - Last synced: 18 May 2025 - Ranking: 14.0
ismn
Readers for the data from the International Soil Moisture Database.
climers frm4sm geo in-situ ismn qa4sm remote-sensing soil-moisture
Natural Resources - Soil and Land - Last synced: 18 May 2025 - Ranking: 14.0
DetecTree
A Pythonic library to classify tree/non-tree pixels from aerial imagery.
image-segmentation python remote-sensing tree-canopy tree-detection tree-pixels
Biosphere - Forest Remote Sensing - Last synced: 19 May 2025 - Ranking: 12.6
pylandtemp
Global land surface temperature and emissivity from NASA's Landsat satellite images.
climate earth-observation earth-science geodata geospatial image-processing landsat landsat-8 landsat-data nasa-api nasa-data python raster remote-sensing satellite-data satellite-imagery-analysis satellite-images
Climate Change - Climate Data Access and Visualization - Last synced: 18 May 2025 - Ranking: 12.3
GPM-API
Provides an easy-to-use python interface to download, read, process and visualize most of the products of the Global Precipitation Measurement Mission (GPM) data archive.
analysis-ready-data earth-observation eumetsat gpm jaxa nasa noaa open-data passive-microwave precipitation python radar rainfall reflectivity remote-sensing reproducible-research satellite-data snowfall trmm xarray
Hydrosphere - Ocean and Hydrology Data Access - Last synced: 19 May 2025 - Ranking: 12.2
MODISTools
Interface to the MODIS Land Products Subsets Web Services.
api r-package remote-sensing rstats satellite-data
Sustainable Development - Environmental Satellites - Last synced: 18 May 2025 - Ranking: 11.8
cbers4asat
Python library to search and process images from the CBERS-04A and AMAZONIA-1 satellites, which provide remote sensing data for the observation and monitoring of deforestation, particularly in the Amazon region, and diversified agriculture throughout the national territory, with a high repetition rate, in order to act in synergy with existing environmental programmes.
amazonia-1 amazonia1 cbers cbers-04a cbers-4a cbers4a geoprocessamento geoprocessing gis inpe python remote-sensing sensoriamento-remoto
Sustainable Development - Environmental Satellites - Last synced: 19 May 2025 - Ranking: 11.7
phenofit
A state-of-the-art remote sensing vegetation phenology extraction package.
Biosphere - Plants and Vegetation - Last synced: 18 May 2025 - Ranking: 11.4
RT1
A first order radiative transfer model for soil- and vegetation related parameter retrievals from radar-data.
microwave-remote-sensing python radiative-transfer remote-sensing soil-moisture vegetation
Atmosphere - Radiative Transfer - Last synced: 19 May 2025 - Ranking: 11.2
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: 19 May 2025 - Ranking: 10.8
Custom Scripts Sentinel Hub
A repository of custom scripts to be used with Sentinel Hub.
earth-observation remote-sensing sentinel-hub
Sustainable Development - Data Catalogs and Interfaces - Last synced: 19 May 2025 - Ranking: 10.7
WhiteboxTools
WhiteboxTools is an advanced geospatial data analysis platform.
geomorphology geomorphometry geoprocessing geospatial gis hydrology remote-sensing
Natural Resources - Water Supply and Quality - Last synced: 18 May 2025 - Ranking: 10.7
nasa-wildfires
Download wildfire hotspots detected by NASA satellites and the Fire Information for Resource Management System (FIRMS).
data-journalism firms geojson geospatial journalism nasa news python remote-sensing satellite-imagery satellites wildfires
Biosphere - Wildfire - Last synced: 18 May 2025 - Ranking: 10.7
phenocamr
Facilitates the retrieval and post-processing of PhenoCam time series.
phenocam phenocam-data phenology-modelling remote-sensing
Biosphere - Terrestrial Wildlife - Last synced: 19 May 2025 - Ranking: 10.3
SNAP
The common software platform for the three Sentinel Toolboxes which are developed by the European Space Agency (ESA) for the scientific exploitation of the Sentinel-1, Sentinel-2 and Sentinel-3 missions.
data-processing data-visualization earth-observation eo linux macos raster-data remote-sensing windows
Sustainable Development - Environmental Satellites - Last synced: 19 May 2025 - Ranking: 9.8
awesome-gee-community-datasets
Community Datasets & Data Commons in Google Earth Engine.
awesome-list catalog community-datasets earth-engine geospatial geospatial-data gis google-earth-engine googleearthengine open-datasets remote-sensing
Sustainable Development - Curated Lists - Last synced: 18 May 2025 - Ranking: 9.6
Awesome Remote Sensing Change Detection
List of datasets, codes, and contests related to remote sensing change detection.
awesome change-detection dataset remote-sensing
Sustainable Development - Curated Lists - Last synced: 19 May 2025 - Ranking: 9.5
FarmVibes.AI
Can develop rich geospatial insights for agriculture and sustainability.
agriculture ai geospatial geospatial-analytics multi-modal remote-sensing stac sustainability weather
Consumption - Agriculture and Nutrition - Last synced: 19 May 2025 - Ranking: 8.8
GLAFT
Python module for assessing glacier velocity maps using statistics- and physics-based metrics.
cryosphere glaciers python remote-sensing science
Cryosphere - Glacier and Ice Sheets - Last synced: 19 May 2025 - Ranking: 8.8
Trends.Earth
A QGIS plugin that supports monitoring of land change, including changes in productivity, land cover, and soil organic carbon.
climate climate-change conservation conservation-international earth gef land land-degradation ldn natural-climate-solutions python qgis-plugin remote-sensing sdgs sustainable-development-goals toolbox trends unccd
Natural Resources - Soil and Land - Last synced: 19 May 2025 - Ranking: 8.8
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: 19 May 2025 - Ranking: 8.7
getSpatialData
Making it easy to query, preview, download and preprocess multiple kinds of satellite datasets via R.
api-client copernicus esa getspatialdata landsat modis nasa r remote-sensing sentinel spatial-data usgs-earth-explorer
Sustainable Development - Data Catalogs and Interfaces - Last synced: 19 May 2025 - Ranking: 7.7
FLOODPY
A free and open-source python toolbox for mapping of floodwater.
flood flood-monitoring floods python remote-sensing sentinel-1 surface-water synthetic-aperture-radar
Climate Change - Natural Hazard and Storm - Last synced: 19 May 2025 - Ranking: 7.4
emissions-api
A solution that provides simple access to emissions data of climate-relevant gases.
air-quality citizen-science copernicus emissions-api esa hacktoberfest python remote-sensing sentinel-5
Emissions - Emission Observation and Modeling - Last synced: 19 May 2025 - Ranking: 7.1
Callisto-Dataset-Collection
A list of datasets aiming to enable Artificial Intelligence applications that use Earth Observation, satellite and other data.
data-repository dataset datasets deep-learning machine-learning machine-learning-datasets remote-sensing satellite-imagery
Sustainable Development - Curated Lists - Last synced: 18 May 2025 - Ranking: 7.1
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: 18 May 2025 - Ranking: 7.0
HYR-SENSE
Hyperspectral and Thermal Remote Sensing for Environmental Justice" program. Participants will gain hands-on experience with hyperspectral and thermal imaging remote sensing technology and its applications for environmental justice issues.
environmental-justice esil hyperspectral imaging-spectroscopy nasa python remote-sensing satellite spectroscopy thermal training
Sustainable Development - Education - Last synced: 18 May 2025 - Ranking: 5.6
DeepBedMap
Using a deep neural network to better resolve the bed topography of Antarctica.
antarctica bedmap binder chainer data-science deep-neural-network digital-elevation-model flat-file-db generative-adversarial-network glaciology jupyter-notebook optuna pangeo remote-sensing super-resolution
Cryosphere - Glacier and Ice Sheets - Last synced: 18 May 2025 - Ranking: 5.5
PV4GER
Aims at democratizing and accelerating the access to photovoltaic systems data in Germany and beyond.
ai climate-change computer-vision deep-learning deeplabv3 deepsolar inception-v3 network-planning neurips-2020 pv-systems remote-sensing renewable-energy satellite-imagery solar solar-panels
Renewable Energy - Photovoltaics and Solar Energy - Last synced: 18 May 2025 - Ranking: 5.4
wildfire forecasting
The project intends to reproduce the Fire Forecasting capabilities of GEFF using Deep Learning and develop further improvements in accuracy, geography and time scale through inclusion of additional variables or optimization of model architecture and hyperparameters.
deep-learning earth-observation gis remote-sensing wildfire-forecasting
Biosphere - Wildfire - Last synced: 19 May 2025 - Ranking: 5.4
blsp
A Bayesian hierarchical model that quantifies long-term annual land surface phenology from sparse time series of vegetation indices.
jags land-surface-modeling land-surface-phenology landsat phenology r remote-sensing
Biosphere - Plants and Vegetation - Last synced: 18 May 2025 - Ranking: 5.2
cultionet
A library for semantic segmentation of cultivated land using a neural network.
agriculture cropland crops deep-learning fields land-cover pytorch pytorch-lightning remote-sensing satellite
Natural Resources - Soil and Land - Last synced: 18 May 2025 - Ranking: 5.2
Digital Earth Australia Coastlines
Extracting tidally-constrained annual shorelines and robust rates of coastal change from freely available Earth observation data at continental scale.
coastal-change coastal-dynamics coastlines dea digitalearthaustralia earth-observation erosion geospatial gis jupyter-notebook opendatacube python remote-sensing satellite-imagery
Hydrosphere - Coastal and Reefs - Last synced: 18 May 2025 - Ranking: 5.2
Kuro Siwo
A meticulously curated multi-temporal dataset spanning 32 global flood events, mapping over 63 billion areas of land.
computer-vision flood remote-sensing sar synthetic-aperture-radar
Climate Change - Natural Hazard and Storm - Last synced: 19 May 2025 - Ranking: 4.9
Industrial Smoke Plume Detection
Characterization of Industrial Smoke Plumes from Remote Sensing Data.
deep-learning earth-observation greenhouse-gas-emissions machine-learning pollution-prediction remote-sensing
Emissions - Emission Observation and Modeling - Last synced: 18 May 2025 - Ranking: 4.8
ForesToolboxRS
Remote Sensing Tools for Forest Monitoring.
change-detection deforestation machine-learning remote-sensing
Biosphere - Forest Remote Sensing - Last synced: 18 May 2025 - Ranking: 4.7
TATHU
A Python package for tracking and analyzing the life cycle of thunderstorms.
geospatial image-processing meteorology nowcasting python radar remote-sensing satellite tracking
Climate Change - Natural Hazard and Storm - Last synced: 19 May 2025 - Ranking: 4.5
earthlib
Contains several thousand unique spectral endmembers representing green vegetation, soil, non-photosynthetic vegetation, urban materials, and burned materials.
conservation earth-engine ecology remote-sensing spectral-unmixing
Natural Resources - Soil and Land - Last synced: 18 May 2025 - Ranking: 4.1
X-STILT
An atmospheric transport model that deals with vertically integrated column CO2 and potentially other trace gases.
atmospheric-modelling column-transport-error remote-sensing urban-emission
Emissions - Emission Observation and Modeling - Last synced: 19 May 2025 - Ranking: 3.8
RUBEM
A distributed hydrological model to calculate monthly flows with changes in land use over time.
catchment grid hydrological-model hydrology pcraster remote-sensing rubem simulation-model water
Hydrosphere - Freshwater and Hydrology - Last synced: 19 May 2025 - Ranking: 3.5
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: 19 May 2025 - Ranking: 3.4
Juelich Rapid Spectral Simulation Code
The Juelich Rapid Spectral Simulation Code (JURASSIC) is a fast infrared radiative transfer model for the analysis of atmospheric remote sensing measurements.
atmosphere atmospheric-science high-performance-computing infrared meteorology radiative-transfer remote-sensing stratosphere troposphere
Atmosphere - Radiative Transfer - Last synced: 18 May 2025 - Ranking: 3.1
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: 19 May 2025 - Ranking: -Infinity
SpaceLiDAR
A Julia toolbox for ICESat, ICESat-2 and GEDI data to quickly search, download, and load filtered point data with relevant attributes from the .h5 granules of each data product.
earth-observation gedi hacktoberfest icesat icesat-2 io julia laser remote-sensing
Sustainable Development - Environmental Satellites - Last synced: 19 May 2025 - Ranking: -Infinity
