├── .gitattributes ├── Contribute.md ├── LICENSE └── README.md /.gitattributes: -------------------------------------------------------------------------------- 1 | 2 | # normalize markdown text files (Convert crlf => lf) 3 | *.md text -------------------------------------------------------------------------------- /Contribute.md: -------------------------------------------------------------------------------- 1 | Know another awesome API, mirror or app that is missing from this list? Open a pull request or file an issue. 2 | Contributions are welcome and engouraged. 3 | 4 | You can also send it to me via [Email](kersten@krstn.eu) or [Twitter](https://twitter.com/Fernerkundung). 5 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | 2 | Creative Commons Attribution 4.0 International License (CC BY 4.0) 3 | 4 | http://creativecommons.org/licenses/by/4.0/ 5 | 6 | ----- 7 | 8 | Attribution 4.0 International 9 | 10 | ======================================================================= 11 | 12 | Creative Commons Corporation ("Creative Commons") is not a law firm and 13 | does not provide legal services or legal advice. Distribution of 14 | Creative Commons public licenses does not create a lawyer-client or 15 | other relationship. Creative Commons makes its licenses and related 16 | information available on an "as-is" basis. 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[**Copernicus Data Spaces Ecosystem (CDSE)**](https://dataspace.copernicus.eu/) 13 | - [**Australia National Mirror**](https://copernicus.nci.org.au/) 14 | - [**Austria National Mirror**](https://data.sentinel.zamg.ac.at/) 15 | - [**Czech Rebublic National Mirror**](https://dhr1.cesnet.cz/#/home) 16 | - [**Estonia National Mirror**](https://geoportaal.maaamet.ee/eng/Spatial-Data/National-Satellite-Data-Centre-ESTHub-p654.html) 17 | - [**Finland National Mirror**](https://finhub.nsdc.fmi.fi/) 18 | - [**France National Mirror (PEPS)**](https://peps.cnes.fr/rocket/) 19 | - [**Germany National Mirror (CODE-DE)**](https://code-de.org/) 20 | - [**Greece National Mirror**](https://sentinels.space.noa.gr/) 21 | - [**Luxembourg National Mirror**](https://www.collgs.lu/) 22 | - [**Norway National Mirror**](https://colhub.met.no/#/home) 23 | - [**Portugal National Mirror**](https://ipsentinel.ipma.pt/dhus/#/home) 24 | - [**United Kingdom National Mirror (SEDAS)**](http://sedas.satapps.org/) 25 | 26 | ### Partial Mirrors 27 | Initiatives to integrate specific Sentinel data into existing search and discovery platforms. 28 | 29 | - [**Alaska Satellite Facility (Sentinel-1)**](https://www.asf.alaska.edu/sentinel/) 30 | - [**Centre for Environmental Data Analysis - CEDA (Sentinel-1, -2)**](http://catalogue.ceda.ac.uk/search/?search_term=sentinel&return_obj=ob&search_obj=ob) 31 | - [**Theia (Sentinel-2)**](https://theia.cnes.fr/atdistrib/rocket/#/search?collection=SENTINEL2) 32 | - atmospherically corrected L2A products covering several European countries and [areas proposed by scientists](http://www.cesbio.ups-tlse.fr/multitemp/?page_id=7501) 33 | - published less than two days after L1C is available 34 | - [**USGS EarthExplorer (Sentinel-2)**](https://earthexplorer.usgs.gov/) 35 | - [**EUMETSAT CODA (Sentinel-3 Marine Products)**](https://coda.eumetsat.int/#/home) 36 | - 14 day rolling archive of Sentinel-3 L1 and L2 marine products in near real-time (NRT), short time critical (STC) and non time critical (NTC) latency mode 37 | - [**DLR Geoservice (Sentinel-2)**](https://geoservice.dlr.de/web/) 38 | - [Download](https://download.geoservice.dlr.de/S2_L2A_MAJA/files/) 2 years rolling archive of MAJA-corrected Sentinel-2 scenes covering Germany 39 | - [**NOAA CoastWatch**](https://coastwatch.noaa.gov/) 40 | - Sentinel-3 OLCI and Sentinel-2 over United States coasts 41 | - [**NASA Earthdata**](https://search.earthdata.nasa.gov/) 42 | - search NASA mirrors for Sentinel-1, Sentinel-3, and Sentinel-5P 43 | 44 | ### Cloud Providers 45 | Providers that host Copernicus Sentinel data and allow you to bring your own code to process it without the need to download the data. 46 | 47 | - [**Open data on AWS**](https://registry.opendata.aws/tag/satellite-imagery/) 48 | - [Sentinel-2 L1C and L2A](https://registry.opendata.aws/sentinel-2/) hosted in region `eu-central-1` (Frankfurt), requester-pays S3 buckets 49 | - [Sentinel-2 L2A Cloud-Optimized GeoTIFFs](https://registry.opendata.aws/sentinel-2-l2a-cogs/), hosted in region `us-west-2` (Oregon), S3 buckets 50 | - [STAC Browser](https://sentinel.stac.cloud/?t=catalogs) for Sentinel-2 COG hosted on AWS 51 | - [Sentinel-1 GRD](https://registry.opendata.aws/sentinel-1/) hosted in region `eu-central-1` (Frankfurt), requester-pays S3 buckets 52 | - [Sentinel-1 ARD CONUS](https://registry.opendata.aws/sentinel-1-rtc-indigo/) - analysis ready dataset of Sentinel-1, tiled COGs, for contiguous United States 53 | - [Sentinel-3 NRT, STC, NTC, COG](https://registry.opendata.aws/sentinel-3/) - all Sentinel-3 products for near-real time, short time critical and not time critical, all products also available converted to COGs 54 | - [Sentinel-5P L2](https://registry.opendata.aws/sentinel5p/) - all Level-2 products from Sentinel-5P, also available as COG converted data 55 | - [**Google (Sentinel-2)**](https://cloud.google.com/storage/docs/public-datasets/sentinel-2) 56 | - public [Google Cloud Storage bucket](https://console.cloud.google.com/storage/browser/gcp-public-data-sentinel-2/?pli=1), `.SAFE` format, EU region 57 | - [**Planet**](https://www.planet.com/pulse/sentinel-2-and-landsat-8-data-now-available-on-the-planet-platform/) 58 | - Sentinel-2 included in commercial API 59 | - [**Microsoft Planetary Computer**](https://planetarycomputer.microsoft.com) 60 | - offers many EO catalogs as COGs, including [Sentinel-2 L2A](https://planetarycomputer.microsoft.com/dataset/sentinel-2-l2a) data. provides a STAC-API. data can be obtained free of charge, but must be signed with a [SAS token](https://planetarycomputer.microsoft.com/docs/concepts/sas/). 61 | 62 | ### DIAS 63 | [Data and Information Access Services (DIAS)](https://www.copernicus.eu/en/access-data/dias), funded by the European Commission "providing centralised access to Copernicus data and information, as well as to processing tools" 64 | - [**CREODIAS**](https://creodias.eu/) 65 | - full Sentinel archive, free visualization and download through [data discovery portal](https://finder.creodias.eu/www/) and [CREODIAS Browser](http://browser.creodias.eu/) 66 | - large EO [data archive](https://creodias.eu/data-offer) including Landsat, Envisat and others, next to Copernicus data 67 | - [**MUNDI**](https://mundiwebservices.com) 68 | - Sentinel archive, free visualization and download through [mundi web services](https://mundiwebservices.com/geodata/) 69 | - [**ONDA DIAS**](https://www.onda-dias.eu/cms/) 70 | - VM Infrastructure as a Service, with an API for access to hosted Copernicus data 71 | - [**sobloo**](https://sobloo.eu) 72 | - on-demand processing of thematic products with link to other data-sets (i.e. geo-marketing) 73 | - [**WEkEO**](https://wekeo.eu/) 74 | - harmonised data access with a REST API, hosted VM options 75 | 76 | ## Tools 77 | Specific to Copernicus Sentinel data discovery, download and processing. 78 | 79 | ### Search & Download 80 | - [**`sentinelsat`**](https://github.com/sentinelsat/sentinelsat) 81 | - search and download from any [DHuS](https://github.com/SentinelDataHub/)-powered Datahub. Comes with an intuitive command line and a flexible Python API. 82 | - [**`Sentinel-download`**](https://github.com/olivierhagolle/Sentinel-download) 83 | - download Sentinel-2 data from Copernicus SciHub. Supports download of sub-tiles in the old product format (PDS <14). 84 | - [**`peps_download`**](https://github.com/olivierhagolle/peps_download) 85 | - download data from the French National Mirror (PEPS). 86 | - [**`Sentinel2ProductIngestor`**](https://github.com/sinergise/Sentinel2ProductIngestor) 87 | - ingest Sentinel-2 data from SciHub into S3. Used by [Sinergise](https://github.com/sinergise) to populate the [AWS Sentinel-2 mirror](http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/) 88 | - [**`sat-download`**](https://github.com/sat-utils/sat-download) 89 | - download Sentinel-2 data from AWS 90 | - [**`sat-api`**](https://github.com/sat-utils/sat-api) 91 | - query Sentinel-2 data on AWS using APIGateWay 92 | - deployed by Development Seed at [https://api.developmentseed.org/satellites](https://api.developmentseed.org/satellites) 93 | - [**`awsdownload`**](https://github.com/kraftek/awsdownload) 94 | - downloader for Sentinel-2 products from Amazon or SciHub 95 | - [**`sentinelhub-py`**](https://github.com/sentinel-hub/sentinelhub-py) 96 | - Python library for downloading Sentinel-2 data from Amazon into ESA .SAFE format and interface [Sentinel Hub OGC services](https://www.sentinel-hub.com/develop/capabilities/wms) 97 | - [**`aws-sat-api`**](https://github.com/RemotePixel/aws-sat-api) 98 | - Simple Serverless API for satellite data hosted on AWS Public Dataset 99 | - [**`sentinel2-search-api`**](https://github.com/beaorn/sentinel2-search-api) 100 | - query Sentinel-2 data hosted on AWS by MGRS tile 101 | - API deployed at [https://sentinel2.satgateway.com](https://sentinel2.satgateway.com), tile preview front-end deployed at [https://s2viewer.satgateway.com](https://s2viewer.satgateway.com) 102 | - [**`sentinel2_aws`**](https://github.com/beaorn/sentinel2_aws) 103 | - Ruby gem for parsing Sentinel-2 metadata from AWS 104 | - [**`eodag`**](https://github.com/CS-SI/eodag) 105 | - command line tool and plugin-oriented Python framework for search and download from [multiple providers](https://eodag.readthedocs.io/en/stable/getting_started_guide/providers.html) including all DIAS 106 | - [**`sentinelloader`**](https://github.com/flaviostutz/sentinelloader) 107 | - Sentinel-2 satellite tiles images downloader from Copernicus. Minimizes data download and combines multiple tiles to return a single area of interest 108 | 109 | ### Viewers & Portals 110 | - [**AWS/Sinergise "Sentinel Image Browser"**](http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/browser.html) 111 | - search Sentinel-2 data available on Amazon Webservices 112 | - [**EOS "Land Viewer"**](https://lv.eos.com/) 113 | - viewer for Landsat-8/7, MODIS and Sentinel-2 data hosted by AWS 114 | - visualize band combinations on-the-fly 115 | - [**jeobrowser "Rocket"**](https://mapshup.com/projects/rocket) 116 | - viewer for Sentinel (1,2,3), Landsat-8, SPOT and Pleiades imagery 117 | - based on [resto](https://github.com/jjrom/resto) search engine and used as frontend for [PEPS](https://peps.cnes.fr/rocket/) 118 | - [**mundialis "EO-me"**](https://www.mundialis.de/en/earth-observation-metadata-enhancer/) 119 | - viewer for Sentinel-2 and Landsat-8 data with custom metadata filters 120 | - satellite tiles enriched with additional metadata (e.g. terrain statistics, NDVI at overpass, climatic parameters, population count) 121 | - [**OceanDataLab**](https://www.oceandatalab.com) 122 | - portals focussing on Ocean Remote Sensing data, including Sentinel-1 and 3 123 | - [**Research and User Support (RUS)**](https://rus-copernicus.eu/) 124 | - service portal to promote the uptake of Copernicus data and scaling of R&D activities 125 | - provides [training](https://rus-copernicus.eu/portal/the-rus-offer/training/) and [computing environments](https://rus-copernicus.eu/portal/the-rus-offer/ict-offer/) 126 | - [**Sinergise "Sentinel Playground"**](http://apps.sentinel-hub.com/sentinel-playground) 127 | - visualize AWS Sentinel-2 data in different band combinations 128 | - offers a [WMS/WMTS service](http://www.sentinel-hub.com/apps/wms). 129 | - [**Sinergise "Sentinel-Hub"**](https://www.sentinel-hub.com/) 130 | - search Sentinel-1, 2, 3 and other free satellite data 131 | - supports pixel based band-math operations and [simple data processing](http://www.sentinel-hub.com/blog/eo-browser-goes-public) 132 | - [**SnapPlanet**](https://snapplanet.io/) 133 | - [Android](https://play.google.com/store/apps/details?id=io.snapplanet.app) / [iOS](https://itunes.apple.com/WebObjects/MZStore.woa/wa/viewSoftware?id=1175935057) App to to view Sentinel-2 images, compare changes and share 134 | - [**Spectator**](https://spectator.earth/) 135 | - real-time tracking of EO satellites, set-up custom channels to track ROI overpass and preview images 136 | - [**Thematic Exploitation Platforms "TEPs"**](https://tep.eo.esa.int/) 137 | - platforms for finding and processing (Sentinel) data relating to a thematic topic 138 | - available platforms: [Coastal](https://coastal-tep.eo.esa.int/portal), [Forestry](https://forestry-tep.eo.esa.int/), [Geohazards](https://geohazards-tep.eo.esa.int/), [Hydrology](https://hydrology-tep.eo.esa.int/), [Polar](https://polar-tep.eo.esa.int/), [Urban](https://urban-tep.eo.esa.int/#!), [Food Security](https://foodsecurity-tep.eo.esa.int/) 139 | - [**USGS "Sentinel2Look"**](https://landsatlook.usgs.gov/sentinel2/viewer.html) 140 | - variant of the [LandsatLook Viewer](https://landsatlook.usgs.gov/) to search and download Sentinel-2 data from the USGS archive 141 | - [**ESRI Sentinel-2 Explorer**](https://sentinel2explorer.esri.com/) 142 | - view Sentinel-2 data rendered with a [number of indexes](https://www.arcgis.com/home/group.html?id=658741129719420f83d503a3ba743def#overview) 143 | - available as [ArcGIS ImageServer (REST)](https://sentinel.arcgis.com/arcgis/rest/services/Sentinel2/ImageServer) 144 | 145 | - ~~[**RemotePixel "Viewer"**](https://viewer.remotepixel.ca)~~ **(no longer active)** 146 | - [open source](https://github.com/RemotePixel/viewer.remotepixel.ca) viewer for Landsat-8, Sentinel-2 and CBERS-4 data hosted by AWS 147 | - uses [**`sentinel-tiler`**](https://github.com/mapbox/sentinel-tiler) (tiles server based on AWS Lambda) 148 | - ~~[**RemotePixel "Satellite Search"**](https://remotepixel.ca/projects/satellitesearch.html)~~ **(no longer active)** 149 | - [open source](https://github.com/RemotePixel/satellitesearch) Browser for Landsat-8 and Sentinel-2 data hosted by AWS 150 | - supports on-the-fly display and calculation of band combinations 151 | - uses [**`remotepixel-api`**](https://github.com/RemotePixel/remotepixel-api) (based on AWS Lambda) 152 | 153 | ### Processing 154 | - [**`SNAP` (Sentinel Application Plattform)**](http://step.esa.int/main/toolboxes/snap/) 155 | - (pre-)process any Sentinel data 156 | - also available as [docker](https://github.com/edwardpmorris/docker-snap) 157 | - [**`ARCSI` (Atmospheric and Radiometric Correction of Satellite Imagery)**](https://www.arcsi.remotesensing.info/) 158 | - atmospheric correction of Sentinel-2 data 159 | - [**Google Earth Engine**](https://earthengine.google.com/) 160 | - process the global Sentinel archives directly on Google's servers 161 | - [**EOS Processing**](https://processing.eos.com/) 162 | - workflow library for thematic processing of (Sentinel-2) satellite data 163 | - [**`iCOR`**](https://blog.vito.be/remotesensing/icor_available) 164 | - atmospheric correction of Sentinel-2 data 165 | - available as `SNAP` plugin 166 | - [**`MAJA` (MACCS ATCOR Joint Algorithm)** ](https://logiciels.cnes.fr/en/content/maja) 167 | - atmospheric correction of Sentinel-2 data using time series 168 | - used for [Theia](https://theia.cnes.fr/atdistrib/rocket/#/search?collection=SENTINEL2) and [`Sen2-Agri`](https://github.com/Sen2Agri/Sen2Agri-System) 169 | - [**`Sen2-Agri`**](https://github.com/Sen2Agri/Sen2Agri-System) 170 | - toolbox for processing images for agricultural purposes 171 | - includes modules for atmospheric correction, monthly syntheses, biophysical variables, crop mask, crop-type classification and an [orchestrator](http://www.esa-sen2agri.org/operational-system/system-description/) 172 | - [**`s2cloudless`**](https://github.com/sentinel-hub/sentinel2-cloud-detector) 173 | - single scene, pixel-based cloud detection algorithm used at [Sentinel-Hub](https://www.sentinel-hub.com/) 174 | - [accompanying write-up](https://medium.com/sentinel-hub/improving-cloud-detection-with-machine-learning-c09dc5d7cf13) with performance comparison to other cloud detection algorithms 175 | - [**`Sen2Cor`**](http://step.esa.int/main/third-party-plugins-2/sen2cor/) 176 | - atmospheric correction of Sentinel-2 data 177 | - basis for [L2A](https://sentinel.esa.int/web/sentinel/technical-guides/sentinel-2-msi/level-2a/algorithm) data published on Copernicus Open Access Hub 178 | - [**`sen2r`**](https://github.com/ranghetti/sen2r) 179 | - R toolbox to search, download and pre-process Sentinel-2 data 180 | - [**`ACOLITE`**](https://github.com/acolite/acolite) 181 | - atmospheric correction algorithms for aquatic applications of Landsat and Sentinel-2 182 | - [**`C2RCC`**](https://github.com/bcdev/s3tbx-c2rcc) 183 | - atmospheric correction of Sentinel-3 and -2 for coast colour applications 184 | - included in the `SNAP` toolbox for Sentinel-3 185 | - [**`i.sentinel.mask`**](https://grass.osgeo.org/grass7/manuals/addons/i.sentinel.mask.html) 186 | - GRASS GIS addon for atmospheric correction of Sentinel-2 including cloud and shadow detection 187 | - [**`sat-stac-sentinel`**](https://github.com/sat-utils/sat-stac-sentinel) 188 | - convert original Sentinel-1 and -2 metadata into [STAC](https://stacspec.org/) items 189 | - [**`EOReader`**](https://github.com/sertit/eoreader) 190 | - Opensource Python library reading Sentinel-1, 2, 3, and other optical and SAR sensors - loading and stacking bands in a sensor-agnostic way 191 | - [**`xsar`**](https://github.com/umr-lops/xsar) 192 | - read Sentinel-1 data into xarray for further processing 193 | - [**`FORCE Processing Framework`**](https://github.com/davidfrantz/force) 194 | - Generate analysis ready data for Sentinel-2 and Landsat-4/5/7/8/9 (including atmospheric correction and homogenization of Sentinel-2 and Landsat data) 195 | 196 | ## Products 197 | Products, datasets and applications generated from Copernicus Sentinel data. 198 | 199 | - [**EOX "Sentinel-2 cloudless"**](https://s2maps.eu/) 200 | - cloudless, [medium brightness](https://eox.at/2017/03/sentinel-2-cloudless/), [global](https://eox.at/2017/08/sentinel-2-global-cloudless-mosaic) Sentinel-2 composite 201 | - also provided as [WMTS Layer](https://tiles.maps.eox.at/wmts/1.0.0/WMTSCapabilities.xml) under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) 202 | - [original GeoTIFF tiles](https://eox.at/2017/03/sentinel-2-cloudless-original-tiles-available/) provided on AWS S3 bucket 203 | - [**S2GLC Land Cover Map of Europe 2017**](http://s2glc.cbk.waw.pl/extension) 204 | - tiles in MGRS (Sentinel-2) available at [CREODIAS Finder](https://finder.creodias.eu/) (collection: S2GLC) 205 | --------------------------------------------------------------------------------