ESA WorldCover

Tutorials

• Exploring the dataset (STAC API examples) by VITO
  
• Global Fire Spread Prediction System by SatelliteVu
  

Tools & Applications

• ESA Viewer 2020 by ESA
  
• ESA Viewer 2021 by ESA
  
• TerraScope Viewer by TerraScope
  
• WorldCover GEE App by VITO
  
• WorldCover Viewer by VITO
  

Publications

• ESA WorldCover 10 m 2020 v100 by Zanaga, D., Van De Kerchove, R., De Keersmaecker, W., Souverijns, N., Brockmann, C., Quast, R., Wevers, J., Grosu, A., Paccini, A., Vergnaud, S., Cartus, O., Santoro, M., Fritz, S., Georgieva, I., Lesiv, M., Carter, S., Herold, M., Li, Linlin, Tsendbazar, N.E., Ramoino, F., Arino, O., 2021.
  
• ESA WorldCover 10 m 2020 v100 - Product User Manual by VITO
  
• ESA WorldCover 10 m 2021 v200 by Zanaga, D., Van De Kerchove, R.,Daems, D.,De Keersmaecker, W., Brockmann, C., Kirches, G., Wevers, J., Cartus, O., Santoro, M., Fritz, S., Lesiv, M., Herold, M., Tsendbazar, N.E., Xu, P., Ramoino, F., Arino, O.
  
• ESA WorldCover 10 m 2021 v200 - Product User Manual by VITO
  
• Fusing GEDI with earth observation data for large area aboveground biomass mapping by Yuri Shendryk
  
• Release of the 10 m WorldCover map by Ruben Van De Kerchove
  
• The world's most populated and greenest megacities (and how we found out) by Michael Dangermond, Emily Meriam
  
• WorldCover taking it to the next level by Ruben Van De Kerchove
  

Digital Earth Africa Sentinel-1 Radiometrically Terrain Corrected

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  
• Water detection with Sentinel-1 by Madeleine Seehaber
  
  Amazon SageMaker Studio Lab

Tools & Applications

• Digital Earth Africa Explorer by Digital Earth Africa Contributors
  
• Digital Earth Africa Geoportal by Digital Earth Africa Contributors
  
• Digital Earth Africa Map by Digital Earth Africa Contributors
  
• Digital Earth Africa Notebook Repo by Digital Earth Africa Contributors
  
• Digital Earth Africa Sandbox by Digital Earth Africa Contributors
  
• Digital Earth Africa web services by Digital Earth Africa Contributors
  

Publications

• An Operational Analysis Ready Radar Backscatter Dataset for the African Continent by Fang Yuan, Marko Repse, Alex Leith, Ake Rosenqvist, Grega Milcinski, Negin F. Moghaddam, Tishampati Dhar, Chad Burton, Lisa Hall, Cedric Jorand and Adam Lewis
  
• Introduction to DE Africa by Dr Fang Yuan
  

RADARSAT-1

Tutorials

• RADARSAT-1 Processing Service | Service de traitement RADARSAT-1 by Canada Centre for Remote Sensing | Centre canadien de télédétection
  

Tools & Applications

• ASF Data Recipes (Tutorials) by Alaska Satellite Facility - Distributed Active Archive Center
  
• Catalyst Professional by CATALYST
  
• ENVI SARscape by L3Harris Geospatial
  
• Gamma by Gamme Remote Sensing
  
• GDAL by GDAL
  
• MapReady by NASA
  
• OpenEV by Frank Warmerdam
  
• QGIS by German QGIS user group
  
• RADARSAT-1 Scripts | Scripts RADARSAT-1 by Canadian Space Agency - Agence spatiale canadienne
  

Digital Earth Africa ALOS PALSAR, ALOS-2 PALSAR-2 and JERS-1

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (ALOS PALSAR and ALOS-2 PALSAR-2) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (JERS) by Digital Earth Africa Contributors
  
• Digital Earth Africa Geoportal by Digital Earth Africa Contributors
  
• Digital Earth Africa Map by Digital Earth Africa Contributors
  
• Digital Earth Africa Notebook Repo by Digital Earth Africa Contributors
  
• Digital Earth Africa Sandbox by Digital Earth Africa Contributors
  
• Digital Earth Africa web services by Digital Earth Africa Contributors
  

Publications

• Introduction to DE Africa by Dr Fang Yuan
  

Capella Space Synthetic Aperture Radar (SAR) Open Dataset

Tutorials

• Scaling GEO Images in QGIS by Capella Space
  

Tools & Applications

• Python SDK for api.capellaspace.com by Capella Space
  
• Single Look Complex data reader for Capella SLC images - python module to convert Capella SLC data into an amplitude image. by Capella Space
  

Publications

• Analyzing LiDAR and SAR data with Capella Space and TileDB by Stavros Papadopoulos
  
• Open SAR data and scalable analytics by Norman Barker
  
• Radar Generalized Image Quality Equation Applied to Capella Open Dataset by Wade Schwartzkopf, Jason Brown, Gordon Farquharson, Craig Stringham, Michael Duersch, Jordan Heemskerk
  

RCM CEOS Analysis Ready Data | Données prêtes à l'analyse du CEOS pour le MCR

Tutorials

• Workflows for accessing and manipulating RCM ARD SpatioTemporal Asset Catalog (STAC) in JupyterLab Python Notebooks - Flux de travail pour accéder et manipuler le catalogue d'actifs spatio-temporels (STAC) RCM ARD dans les notebooks Python JupyterLab by Canada Centre for Remote Sensing | Centre canadien de télédétection
  

Publications

• CEOS Analysis Ready Data - Données prêtes à l'analyse du CEOS by Committee on Earth Observation Satellites (CEOS)
  
• Copernicus Global Digital Elevation Model by European Space Agency (ESA)
  
• RCM CEOS ARD Dataset on GEO.ca | Ensemble de données RCM CEOS ARD sur GEO.ca by Canada Centre for Remote Sensing | Centre canadien de télédétection
  
• Sentinel-1 Global Backscatter Model (S1GBM) by TU Wien Research Data
  
• Synthetic Aperture Radar (CEOS-ARD SAR) by Committee on Earth Observation Satellites (CEOS) for developing the CEOS ARD Standards. Specific acknowledgement to François Charbonneau (NRCan) for contributions to the standard development through CEOS committee membership as well as application to Canadian RADARSAT data. - Comité sur les satellites d'observation de la Terre (CEOS) pour l'élaboration des normes CEOS ARD. Remerciements particuliers à François Charbonneau (RNCan) pour ses contributions au développement des normes par le biais de son appartenance au comité CEOS ainsi que pour l'application aux données canadiennes RADARSAT.
  

Sentinel-1 Monthly Mosaic

Tools & Applications

• Digital Earth Africa Explorer by Digital Earth Africa Contributors
  
• Digital Earth Africa Geoportal by Digital Earth Africa Contributors
  
• Digital Earth Africa Map by Digital Earth Africa Contributors
  
• Digital Earth Africa Notebook Repo by Digital Earth Africa Contributors
  
• Digital Earth Africa Sandbox by Digital Earth Africa Contributors
  
• Digital Earth Africa web services by Digital Earth Africa Contributors
  

ESA WorldCover Sentinel-1 and Sentinel-2 10m Annual Composites

Tutorials

• Exploring the datasets by VITO
  

Tools & Applications

• WorldCover Viewer by VITO
  

Publications

• ESA WorldCover 10 m 2021 v200 by Zanaga, D., Van De Kerchove, R.,Daems, D.,De Keersmaecker, W., Brockmann, C., Kirches, G., Wevers, J., Cartus, O., Santoro, M., Fritz, S., Lesiv, M., Herold, M., Tsendbazar, N.E., Xu, P., Ramoino, F., Arino, O.
  
• ESA WorldCover 10 m 2021 v200 - Product User Manual by VITO
  
• Release of the 10 m WorldCover map by Ruben Van De Kerchove
  

Global Seasonal Sentinel-1 Interferometric Coherence and Backscatter Data Set

Tutorials

• Jupyter Notebook to access and visualize global mosaics of the global data set by Josef Kellndorfer
  
• Jupyter Notebook to access and visualize sub regions of the global data set by Josef Kellndorfer
  

Publications

• Generating Global Temporal Coherence Maps from one year of Sentinel-1 C-band data, ESA Fringe 2021 Poster (Youtube) by Oliver Cartus, Josef Kellndorfer, Shadi Oveisgharan, Batu Osmanoglu, Paul Rosen, Urs Wegmüller
  
• Global seasonal Sentinel-1 interferometric coherence and backscatter data set by Josef Kellndorfer, Oliver Cartus, Marco Lavalle, Christophe Magnard, Pietro Milillo, Shadi Oveisgharan, Batu Osmanoglu, Paul A. Rosen, Urs Wegmüller
  
• Webinar: The new era of SAR Time Series Analysis and Visualization: Cloud meets Big SAR Data. IEEE GRSS Bay Area Chapter (Dec. 3rd 2021) by Josef Kellndorfer
  

OPERA Radiometric Terrain Corrected SAR Backscatter from Sentinel-1 validated product (Version 1)

Tutorials

• Load, Mosaic, and Visualize OPERA RTC-S1 Data by K. Venkataramani
  
• RTC Landslide Example by K. Venkataramani
  

Publications

• An Area-Based Projection Algorithm for SAR Radiometric Terrain Correction and Geocoding by Gustavo H. X. Shiroma, Marco Lavalle, and Sean M. Buckley
  
• Thermal Denoising of Products Generated by the S-1 IPF by Riccardo Piantanida
  

OPERA Radiometric Terrain Corrected SAR Backscatter from Sentinel-1 Static Layers validated product (Version 1)

Tutorials

• Load, Mosaic, and Visualize OPERA RTC-S1 Data by K. Venkataramani
  
• RTC Landslide Example by K. Venkataramani
  

Publications

• An Area-Based Projection Algorithm for SAR Radiometric Terrain Correction and Geocoding by Gustavo H. X. Shiroma, Marco Lavalle, and Sean M. Buckley
  

Sentinel-1

Tools & Applications

• EOS Land Viewer by Earth Observing System
  
• Planet Insights Platform by Planet
  
• Sentinel Hub WMS/WMTS/WCS Service by Sinergise by Sinergise
  

OPERA Coregistered Single-Look Complex from Sentinel-1 Static Layers validated product (Version 1)

Tutorials

• Generate inteferograms without the need to download OPERA CSLC-S1 products locally by M. Grace Bato and K. Devlin
  
• Generate interferograms and map the lava flow emplacement using OPERA CSLC-S1 by M. Grace Bato
  

OPERA Coregistered Single-Look Complex from Sentinel-1 validated product (Version 1)

Tutorials

• Generate inteferograms without the need to download OPERA CSLC-S1 products locally by M. Grace Bato and K. Devlin
  
• Generate interferograms and map the lava flow emplacement using OPERA CSLC-S1 by M. Grace Bato
  

PALSAR-2 ScanSAR Turkey & Syria Earthquake (L2.1 & L1.1)

Publications

• ALOS series Open and Free Data by JAXA EORC
  
• ALOS-2 observations of earthquakes in southeastern Turkey in 2023 by JAXA EORC
  

Sentinel-1 SLC dataset for South and Southeast Asia, Taiwan, Korea and Japan

Tutorials

• Sentinel-1 Opendataset Wiki and Tutorials by Earth Observatory of Singapore
  

Publications

• Rapid flood and damage mapping using synthetic aperture radar in response to Typhoon Hagibis, Japan by Cheryl W. J. Tay, Sang-Ho Yun, Shi Tong Chin, Alok Bhardwaj, Jungkyo Jung & Emma M. Hill
  

Analysis Ready Sentinel-1 Backscatter Imagery

Tutorials

• Compare Cloud-Optimized Geotiffs from Amazon Sustainability Data Initiative (ASDI) hosted on S3 using SageMaker Studio Lab (SMSL) by Gianfranco Rapino
  
  Amazon SageMaker Studio Lab

ICEYE Synthetic Aperture Radar (SAR) Open Dataset

Tutorials

• ICEYE Product Documentation by ICEYE
  

OPERA Surface Displacement from Sentinel-1 validated product (Version 1)

Tutorials

• Inspect DISP-S1 Layers by M. Grace Bato
  

PALSAR-2 ScanSAR CARD4L (L2.2)

Publications

• ALOS series Open and Free Data by JAXA EORC
  

PALSAR-2 ScanSAR Flooding in Rwanda (L2.1)

Publications

• ALOS series Open and Free Data by JAXA EORC by JAXA EORC
  

PALSAR-2 ScanSAR Tropical Cycolne Mocha (L2.1)

Publications

• ALOS series Open and Free Data by JAXA EORC by JAXA EORC
  

SENTINEL-1A_DUAL_POL_GRD_HIGH_RES

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

SENTINEL-1A_SLC

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

SENTINEL-1B_DUAL_POL_GRD_HIGH_RES

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

SENTINEL-1B_SLC

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

Sentinel-1 SLC dataset for Germany

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

Sentinel-1 Precise Orbit Determination (POD) Products

Tools & Applications

• REST API for downloading Sentinel-1 Orbit files from the Registry of Open Data on AWS by Alaska Satellite Facility
  
• s1-orbits, A Python utility for downloading Sentinel-1 Orbit files from the Registry of Open Data on AWS by Alaska Satellite Facility