CCRS MODIS albedo over Canada | Albédo MODIS du CCT couvrant le Canada

Tutorials

• Get To Know A Dataset - CCRS MODIS Albedo at 250-m resolution and 10-day intervals by Alexander Trichtchenko
  
  

Publications

• A method for downscaling MODIS land channels to 250-m spatial resolution using adaptive regression and normalization by Trishchenko, A.P., Luo, Y., Khlopenkov, K.V.
  
• A raster version of the circumpolar Arctic vegetation map (CAVM) by Raynolds, M.K., Walker, D.A., Balser, A., Bay, C., Campbell, M., Cherosov, M.M., Dani�ls, F.J.A., Eidesen, P.B., Ermokhina, K.A., Frost, G.V., Jedrzejek, B., Jorgenson, M.T., Kennedy, B.E., Kholod, S.S., Lavrinenko, I.A., Lavrinenko, O.V., Magn�sson, B., Matveyeva, N.V., Met�salemsson, S., Nilsen, L., Olthof, I., Pospelov, I.N., Pospelova, E.B., Pouliot, D., Razzhivin, V., Schaepman-Strub, G., ?Sib�k, J., Telyatnikov, M.Y., Troeva, E.
  
• An approach for developing surface albedo product from seven MODIS land bands at 250m spatial resolution over Canada and the Arctic circumpolar region by Luo, Y., Trishchenko, A.P., Khlopenkov, K.V.
  
• Annual mapping of large Forest disturbances across Canada's forests using 250 m MODIS imagery from 2000 to 2011 by Guindon, L., Bernier, P.Y., Beaudoin, A., Pouliot, D., Villemaire, P., Hall, R.J., Latifovic, R., St-Amant, R.
  
• Annual minimum snow/ice extent variations over Greenland since 2000:ice sheet, peripheral areas, and relation to ice mass balance by Trishchenko, A.P., Ungureanu, C.
  
• Arctic circumpolar mosaic at 250m spatial resolution for IPY by fusion of MODIS/TERRA land bands B1-B7 by Trishchenko, A.P., Luo, Y., Khlopenkov, K.V., Park, W.M., Wang, S.
  
• Boreal lichen woodlands: a possible negative feedback to climate change in eastern North America by Bernier, P.Y., Desjardins, R.L., Karimi-Zindashty, Y., Worth, D., Beaudoin, A., Luo, Y., Wang, S.
  
• CCRS MODIS albedo over Canada on GEO.ca | Albédo MODIS du CCT couvrant le Canada sur GEO.ca by Canada Centre for Remote Sensing | Centre canadien de télédétection
  
• Clear-Sky Composites over Canada from Visible Infrared Imaging Radiometer Suite:Continuing MODIS Time Series into the Future by Trishchenko, A.P.
  
• Cumulative changes in minimum snow/ice extent over Canada and Northern USA for 2000-2023 by Trishchenko, A.P., Ungureanu, C.
  
• Detection of North American land cover change between 2005 and 2010 with 250m MODIS data by Colditz, R.R., Pouliot, D., Llamas, R.M., Homer, C., Latifovic, R., Ressl, R.A., Tovar, C.M., Hern�ndez, A.V., Richardson, K.
  
• Developing clear-sky, cloud and cloud shadow mask for producing clear-sky composites at 250-meter spatial resolution for the seven MODIS land bands over Canada and North America by Luo, Y., Trishchenko, A.P., Khlopenkov, K.V.
  
• Implementation and Evaluation of Concurrent Gradient Search Method for Reprojection of MODIS Level 1B Imagery by Khlopenkov, K.V., and Trishchenko, A.P.
  
• Influence of two management practices in the Canadian Prairies on radiative forcing by Liu, J., Worth, D.E., Desjardins, R.L., Haak, D., McConkey, B., Cerkowniak, D.
  
• Landfast ice mapping using MODIS clear-sky composites:application for the Banks Island coastline in Beaufort Sea and comparison with Canadian Ice Service data by Trishchenko, A.P., Luo, Y.
  
• Landfast ice properties over the Beaufort Sea region in 2000-2019 from MODIS and Canadian Ice Service data by Trishchenko, A.P., Kostylev, V.E., Luo, Y., Ungureanu, C., Whalen, D., Li, J.
  
• Minimum snow/ice extent over the Northern circumpolar landmass in 2000-19:how much snow survives the summer melt? by Trishchenko, A.P., Ungureanu, C.
  
• MODIS Surface Albedo and Surface Reflectance Dataset. Format Description. by Trishchenko, Alexander P., Ungureanu, Calin
  
• Perennial snow and ice variations (2000-2008) in the Arctic circumpolar land area from satellite observations by Fontana F.M.A., Trishchenko A.P., Luo Y., Khlopenkov K.V., Nussbaumer S.U., Wunderle S.
  
• Probability of the annual minimum snow and ice (MSI) presence over Canada by Trishchenko, Alexander P.
  
• Surface bidirectional reflectance and albedo properties derived by a land cover based approach from the MODIS observations. by Luo, Y., Trishchenko, Alexander P., Latifovic, R., Li, Z.
  
• Variations of annual minimum snow and ice extent over Canada and neighbouring landmass derived from MODIS 250-m imagery for 2000-2014 by Trishchenko, A.P., Leblanc, S.G., Wang, S., Li, J., Ungureanu, C., Luo, Y., Khlopenkov, K.V., Fontana, F., 2016
  
• Warm season snow/ice probability maps from modis and viirs sensors over Canada by Trishchenko, Alexander P., Ungureanu, Calin
  

USGS Landsat

Tutorials

• A Gentle Introduction to GDAL Part 4: Working with Satellite Data by Planet
  
• Cloud Segmentation in Landsat-8 Images by Ingrid Grenet
  
• Creating a STAC of Landsat data by PySTAC Contributors
  
• Exploring the Chile wildfires with Landsat and Sentinel-2 imagery by Timothy Whitehead
  
• How to Work with Landsat and Sentinel-2 on AWS with Python by Martin D. Maas
  
• Integrate imagery from the full Landsat archive into your own apps, maps, and analysis with Landsat image services by Esri
  
• Landsat Cloud Direct Access Requester Pays Tutorial by USGS
  
• Landsat Data is Moving to the Cloud by USGS
  
• Landsat in the Cloud – Supporting Current Workflows by USGS
  
• Using Cloud-Optimized GeoTIFF by acgeospatial
  

Tools & Applications

• Aggi: the fire detecting Twitter bot by Aggi
  
• Apps for exploring and analyzing Landsat imagery on the fly by Esri
  
• COG-Explorer - View Cloud Optimized GeoTIFF images in the browser directly from object storage by EOX
  
• Development Seed Geolambda by Matthew Hanson
  
• Dynamic map tiling with Cloud-Optimized GeoTIFFs by Kyle Barron
  
• EO Browser by Sinergise
  
• EOS Land Viewer by Earth Observing System
  
• FME Landsat-8 on AWS Reader by Safe Software
  
• FME Landsat-8/Sentinel-2 File Selector by Safe Software
  
• Sentinel Hub WMS/WMTS/WCS Service for Landsat by Sinergise
  
• Sentinel Playground for Landsat by Sinergise
  
• Spectator - tracking Landsat 8, accessing the data and quick preview by Spectator
  

Publications

• Using Remote Sensing Images and Cloud Services on AWS to Improve Land Use and Cover Monitoring by K. R. Ferreira, et al.
  

Sentinel-2 Cloud-Optimized GeoTIFFs

Tutorials

• Access satellite imagery using Python by The Carpentries
  
• Create a Dynamic Tiler with TiTiler by Vincent Sarago
  
• How to process Sentinel-2 data in a serverless Lambda on AWS? by Alvaro Huarte
  AWS LambdaAmazon SNS
• How to Work with Landsat and Sentinel-2 on AWS with Python by Martin D. Maas
  
• Intake-STAC with sat-search by Scott Henderson
  
• Monitoring Lake Mead drought using the new Amazon SageMaker geospatial capabilities by Xiong Zhou, Anirudh Viswanathan, Erran Li, Trenton Lipscomb, and Xingjian Shi
  Amazon SageMaker
• Monitoring of methane (CH4) emission point sources on AWS by Janosch Woschitz, Karsten Schroer
  Amazon SageMakerAmazon S3
• STAC, COG, Python and QGIS by Andrew Cutts
  
• Transforming Geospatial Data to Cloud-Native Frameworks with Element 84 on AWS by Matt Hanson, Imtranur Rahman, Mary-Elizabeth Morin, and Ariel Walcutt
  Amazon EKSAmazon SageMakerAmazon S3
• Use Sentinel-2 data in the Open Data Cube by Alex Leith
  
• Using Sentinel-2 Data from the AWS Open Data Project to measure water hyacinth growth by Louise Liddell
  
  Amazon SageMaker Studio Lab

Tools & Applications

• FilmDrop Demo by Element 84
  
• Fire detection Twitter bot using satellite imagery by Firewatch
  
• rio-tiler-pds by Vincent Sarago, et al.
  
• Sat-search by Matthew Hanson
  
• SITS - Satellite Image Time Series Analysis for Earth Observation Data Cubes by e-Sensing
  
• SpatioTemporal Asset Catalogs by STAC Contriubutors
  

Publications

• OpenSentinelMap: A Large-Scale Land Use Dataset using OpenStreetMap and Sentinel-2 Imagery by Noah Johnson, Wayne Treible, Daniel Crispell
  
• STAC and Sentinel-2 COGs (ESIP Summer Meeting 2020) by Matthew Hanson
  

Inter-mission Time Series of Land Ice Velocity and Elevation (ITS_LIVE)

Tutorials

• ITS_LIVE Point Data Access by Maria Liukis, Alex S. Gardner, Luis A. López, Mark Fahnestock, and Joseph H. Kennedy
  
  
• Using xarray to examine cloud-based glacier surface velocity data by Emma Marshall
  

Tools & Applications

• A serverless React-Leaflet website to plot and share ITS_LIVE data by Jacob Fahnestock
  
• Chad Greene's ITS_LIVE Matlab collection by Chad A. Greene
  
• ITS_LIVE Data Access API by NSIDC
  
• ITS_LIVE Data Access Portal by NSIDC
  
• ITS_LIVEpy: A Python client for ITS_LIVE glacier velocity data by Luis A. López and Mark Fahnestock
  
• ITS_LIVE_TOOL: A package designed to aid users working with the ITS_LIVE data by Victor Devaux-Chupin and Emma Marshall
  

Publications

• Antarctic calving loss rivals ice-shelf thinning by Greene, C.A., A.S. Gardner, N.-J. Schlegel, and A.D. Fraser
  
• Autonomous Repeat Image Feature Tracking (autoRIFT) and Its Application for Tracking Ice Displacement. Remote Sensing by Lei, Y., A.S. Gardner, and P. Agram
  
• Detecting seasonal ice dynamics in satellite images by Greene, C.A., A.S. Gardner, and L.C. Andrews
  
• Elevation change of the Antarctic Ice Sheet: 1985 to 2020 by Nilsson, J., A.S. Gardner, and F.S. Paolo
  
• Increased West Antarctic and unchanged East Antarctic ice discharge over the last 7 years by Gardner, A. S., G. Moholdt, T. Scambos, M. Fahnstock, S. Ligtenberg, M. van den Broeke, and J. Nilsson
  
• Processing methodology for the ITS_LIVE Sentinel-1 ice velocity products by Lei, Y., A.S. Gardner, and P. Agram
  
• Ubiquitous acceleration in Greenland Ice Sheet calving from 1985 to 2022 by Greene, C.A., A.S. Gardner, M. Wood, and J.K. Cuzzone
  
• Widespread slowdown in thinning rates of West Antarctic Ice Shelves by Paolo, F. S., A.S. Gardner, C.A. Greene, J. Nilsson, M.P. Schodlok, N.-J. Schlegel, and H.A. Fricker
  

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 Global Mangrove Watch

Tutorials

• Digital Earth Africa Global Mangrove Watch Notebook by Digital Earth Africa Contributors
  
• Digital Earth Africa Monitoring Mangrove Extents Notebook by Digital Earth Africa Contributors
  
• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Global Mangrove Watch) 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
  
• Global Mangrove Watch online platform by Global Mangrove Alliance
  

Publications

• Climate Next: How data and community can save Zanzibar’s mangroves by Amazon Staff
  
• Time series for nature: Preserving mangroves in Zanzibar by Digital Earth Africa Contributors
  
• Zanzibar: The Essential Mangrove | Climate Next by AWS by Amazon Web Services (AWS)
  

Digital Earth Africa Landsat Collection 2 Level 2

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (LS5 Surface Reflectance) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (LS5 Surface Temperature) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (LS7 Surface Reflectance) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (LS7 Surface Temperature) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (LS8 Surface Reflectance) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (LS8 Surface Temperature) by Digital Earth Africa Contributors
  
• Digital Earth Africa Geoportal by ESRI
  
• 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
  

Digital Earth Africa - Copernicus Global Land Service - Lake Water Quality

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer ( Lake Water Quality 2002-2012 (raster 300 m), 10-daily – version 1) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer ( Lake Water Quality 2016-2024 (raster 300 m), 10-daily – version 1) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer ( Lake Water Quality 2024 - present (raster 100 m), 10-daily – version 2) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer ( Lake Water Quality 2024 - present (raster 300 m), global, 10-daily – version 2) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Lake Water Quality 2019-2024 (raster 100 m), 10-daily – version 1) 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
  

Digital Earth Africa CHIRPS Rainfall

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  
• Rainfall - Climate Hazards Group InfraRed Precipitation with Station data (CHIRPS) by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (CHIRPS daily rainfall) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (CHIRPS monthly rainfall) 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
  
• The climate hazards infrared precipitation with stations—a new environmental record for monitoring extremes by Chris Funk, Pete Peterson, Martin Landsfeld, Diego Pedreros, James Verdin, Shraddhanand Shukla, Gregory Husak, James Rowland, Laura Harrison, Andrew Hoell and Joel Michaelsen
  

Digital Earth Africa GeoMAD

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Landsat 5 and 7 GeoMAD) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Landsat 8 GeoMAD) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Sentinel-2 Annual GeoMAD) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Sentinel-2 Semi-Annual GeoMAD) 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
  

Digital Earth Africa Sentinel-2 Level-2A Surface Reflectance Collection 1

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  
• Downloading and streaming data using STAC metadata by Digital Earth Africa Contributors
  
• Use Sentinel-2-C1 data in the Open Data Cube by Alex Leith
  

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

• Introduction to DE Africa by Dr Fang Yuan
  
• S2 Processing by Sentiwiki
  

Digital Earth Africa Water Observations from Space

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Water Observations from Space All-Time Summary) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Water Observations from Space Annual Summary) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Water Observations from Space) 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

• Analysing effects of drought on inundation extent and vegetation cover dynamics in the Okavango Delta by Kelebogile Mfundisi, Kenneth Mubea, Fang Yuan, Chad Burton and Edward Boamah
  
• Water Observations from Space: accurate maps of surface water through time for the continent of Africa by Meghan Halabisky, Kenneth Mubea, Fatou Mar, Fang Yuan, Chad Burton, Eloise Birchall, Negin F. Moghaddam, Sena Ghislain Adimou, Bako Mamane, David Ongo, Edward Boamah, Ee-Faye Chong, Nikita Gandhi, Alex Leith, Lisa Hall and Adam Lewis
  

Maxar Open Data Program

Tutorials

• ARD and Command Line Tools by Maxar Open Data
  
• ARD Deliverables and File Structure by Maxar Open Data
  
• Data Access (SDK tutorial) by Maxar Open Data
  
• Maxar Open Data - Leafmap by Qiusheng Wu
  
• Visualizing Maxar Open Data with SageMaker Studio Lab by Qiusheng Wu
  
  Amazon SageMaker Studio Lab
• Visualizing Turkey & Syria Earthquake Maxar Open Data with SageMaker Studio Lab by Qiusheng Wu
  
  Amazon SageMaker Studio Lab

Tools & Applications

• Maxar ARD SDK (max-ard) by Maxar Open Data
  
• MGP Xpress by MGP Xpress
  

Publications

• Machine learning remote sensing using the random forest classifier to detect the building damage caused by the Anak Krakatau Volcano tsunami by Riantini Virtriana et al.
  
• Disaster, Infrastructure and Participatory Knowledge The Planetary Response Network by Brooke Simmons, Chris Lintott, Steven Reece, et al.
  
• Using Data from Earth Observation to Support Sustainable Development Indicators: An Analysis of the Literature and Challenges for the Future by Ana Andries, Stephen Morse, Richard J. Murphy, Jim Lynch, and Emma R. Woolliams
  

CBERS on AWS

Tutorials

• Keeping a SpatioTemporal Asset Catalog (STAC) Up To Date with SNS/SQS by Frederico Liporace
  Amazon SNSAWS LambdaAmazon DynamoDB

Tools & Applications

• aws-sat-api-py by Remote Pixel
  
• CBERS static STAC catalog served by stac-browser by Radiant Earth
  
• CBERS timelapse GIF generator by Frederico Liporace
  
• cbers-tiler by Mapbox
  
• EOS Land Viewer by Earth Observing System
  
• Forest Monitor by Brazil Datacube, INPE
  
• rio-tiler by Mapbox
  
• STAC V1.0.0 endpoint by Scitekno
  

Publications

• Using Remote Sensing Images and Cloud Services on AWS to Improve Land Use and Cover Monitoring by K. R. Ferreira, et al.
  

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
  

Digital Earth Africa Sentinel-2 Level-2A

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  
• Downloading and streaming data using STAC metadata by Digital Earth Africa Contributors
  
• Use Sentinel-2 data in the Open Data Cube by Alex Leith
  

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

• Introduction to DE Africa by Dr Fang Yuan
  

New Zealand Imagery

Tutorials

• ArcGIS Workflows: NZ Imagery from a public AWS S3 bucket by Eagle Technology
  
• Browsing the s3://nz-imagery bucket by Toitū Te Whenua Land Information New Zealand
  
• Imagery survey naming and path conventions by Toitū Te Whenua Land Information New Zealand
  

Tools & Applications

• LINZ Basemaps by Toitū Te Whenua Land Information New Zealand
  
• LINZ Data Service by Toitū Te Whenua Land Information New Zealand
  
• LINZ Topographic Workflows - Bulk imagery processing with Kubernetes and Argo Workflows by Toitū Te Whenua Land Information New Zealand
  

Publications

• A Boundary Regulated Network for Accurate Roof Segmentation and Outline Extraction by Guangming Wu, Zhiling Guo, Xiaodan Shi, Qi Chen, Yongwei Xu, Ryosuke Shibasaki and Xiaowei Shao
  
• A Large Contextual Dataset for Classification, Detection and Counting of Cars with Deep Learning by T. Nathan Mundhenk, Goran Konjevod, Wesam A. Sakla & Kofi Boakye
  
• Deep Learning and Phenology Enhance Large-Scale Tree Species Classification in Aerial Imagery during a Biosecurity Response by Grant D. Pearse, Michael S. Watt, Julia Soewarto and Alan Y. S. Tan
  
• Semantic Segmentation of Urban Buildings from VHR Remote Sensing Imagery Using a Deep Convolutional Neural Network by Yaning Yi, Zhijie Zhang, Wanchang Zhang, Chuanrong Zhang, Weidong Li and Tian Zhao
  

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
  

Digital Earth Africa Cropland Extent Map (2019)

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Cropland Extent Map) 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

• Co-Production of a 10-m Cropland Extent Map for Continental Africa using Sentinel-2, Cloud Computing, and the Open-Data-Cube by Chad Burton, Fang Yuan, Chong Ee-Faye, Meghan Halabisky, David Ongo, Fatou Mar, Victor Addabor, Bako Mamane and Sena Adimou
  
• Cropland Extent is now available for the entire African continent by Digital Earth Africa Contributors
  

Digital Earth Africa Fractional Cover

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Fractional Cover Annual Summary) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Fractional Cover) 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
  

Digital Earth Africa Monthly Normalised Difference Vegetation Index (NDVI) Anomaly

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Monthly Normalised Difference Vegetation Index (NDVI) Anomaly) 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

• Digital Earth Africa releases new Rolling Monthly GeoMAD continental service by Digital Earth Africa Contributors
  
• Mean NDVI and Anomalies by Digital Earth Africa Contributors
  

KyFromAbove on AWS

Tutorials

• KyFromAbove Bulk Download Area of Interest from Tile Index by Ian Horn
  
  Amazon S3
• KyFromAbove County Bulk Download by Ian Horn
  
  Amazon S3

Tools & Applications

• Kentucky From Above SpatioTemporal Asset Catalog by Ian Horn, Ky Div. of Geographic Information
  
• KyFromAbove Catalog Explorer by Boyd Shearer, Ky Div. of Geographic Information
  
• KyFromAbove Explorer by NV5
  

Publications

• A New View of Kentucky's Cities by Kent Anness
  
• KyFromAbove is democratizing key data in Kentucky by Matt Collins
  
• KyTopo! Kentucky's New Topographic Map Series by Kent Anness
  
• NV5 Earns 3 Excellence Awards at MAPPS 2026 by LiDAR News
  

World Bank - Light Every Night

Tutorials

• Open Nighttime Lights by Daynan Crull, Trevor Monroe
  

Tools & Applications

• Global Scale Nightlight Time Series Dataset by Alameen Najjar
  
• High Resolution Electricity Access Indicators (HREA) - Settlement-level measures of electricity access, reliability, and usage. by Brian Min, Zachary O'Keeffe
  
• Twenty Years of India Lights by Kwawu Mensan Gaba, Brian Min, Anand Thakker, Christopher Elvidge
  

Publications

• Detection of Rural Electrification in Africa using DMSP-OLS Night Lights Imagery. International Journal of Remote Sensing by Brian Min, Kwawu Mensan Gaba, Ousmane Fall Sarr, Alassane Agalassou.
  
• Mainstreaming Disruptive Technologies in Energy. World Bank Report. 2019 by Kwawu Mensan Gaba, Brian Min, Olaf Veerman, Kimberly Baugh
  
• Mapping city lights with nighttime data from the DMSP Operational Linescan System. Photogrammetric Engineering and Remote Sensing, 63(6)727-734. by Elvidge, C.D., Baugh, K.E., Kihn, E.A., Kroehl, H.W. and Davis, E.R.
  
• Nighttime lights compositing using the VIIRS day-night band - Preliminary results. Proceedings of the Asia-Pacific Advanced Network 35 (2013)70-86. by Kimberly Baugh, Feng-Chi Hsu, Christopher D. Elvidge, and Mikhail Zhizhin.
  
• Power and the Vote - Elections and Electricity in the Developing World. Cambridge. 2015. by Brian Min
  

ArcticDEM

Tutorials

• PGC Dynamic STAC API Tutorial by Polar Geospatial Center
  

Tools & Applications

• ArcticDEM Explorer by Polar Geospatial Center & ESRI
  
• OpenTopography access to ArcticDEM by OpenTopography
  

Publications

• Automated stereo-photogrammetric DEM generation at high latitudes: Surface Extraction with TIN-based Search-space Minimization (SETSM) validation and demonstration over glaciated regions by Myoung-Jong Noh, Ian M. Howat
  
• Automatic relative RPC image model bias compensation through hierarchical image matching for improving DEM quality by Myoung-Jong Noh, Ian M. Howat
  
• Dynamic ice loss from the Greenland Ice Sheet driven by sustained glacier retreat by Michalea D. King, Ian M. Howat, Salvatore G. Candela, Myoung J. Noh, Seongsu Jeong, Brice P. Y. Noël, Michiel R. van den Broeke, Bert Wouters, Adelaide Negrete
  
• Future Evolution of Greenland's Marine-Terminating Outlet Glaciers by Ginny A. Catania, Leigh A. Stearns, Twila A. Moon, Ellen M. Enderlin, R. H. Jackson
  
• The surface extraction from TIN based search-space minimization (SETSM) algorithm by Myoung-Jong Noh, Ian M. Howat
  

Digital Earth Africa Normalised Difference Vegetation Index (NDVI) Climatology

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer(Normalised Difference Vegetation Index (NDVI) Climatology) 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

• Mean NDVI and Anomalies by Digital Earth Africa Contributors
  

New Zealand Elevation

Tutorials

• Browsing the s3://nz-elevation bucket by Toitū Te Whenua Land Information New Zealand
  
• Elevation survey naming and path conventions by Toitū Te Whenua Land Information New Zealand
  

Tools & Applications

• LINZ Basemaps by Toitū Te Whenua Land Information New Zealand
  
• LINZ Data Service by Toitū Te Whenua Land Information New Zealand
  
• LINZ Topographic Workflows - Bulk elevation data processing with Kubernetes and Argo Workflows by Toitū Te Whenua Land Information New Zealand
  

Publications

• Dairy farming exposure and impacts from coastal flooding and sea level rise in Aotearoa-New Zealand by Heather Craig, Alec Wild and Ryan Paulik
  
• Stress Detection in New Zealand Kauri Canopies with WorldView-2 Satellite and LiDAR Data by Jane J. Meiforth, Henning Buddenbaum, Joachim Hill, James D. Shepherd and John R. Dymond
  
• Underpinning Terroir with Data: Integrating Vineyard Performance Metrics with Soil and Climate Data to Better Understand Within-Region Variation in Marlborough, New Zealand by R. G. V. Bramley, J. Ouzman, A. P. Sturman, G. J. Grealish, C. E. M. Ratcliff and M. C. T. Trought
  

Radiant MLHub

Tutorials

• Explore wind speed images from Amazon Sustainability Data Initiative (ASDI) hosted on S3 using SageMaker Studio Lab (SMSL) by Frank Rubino
  
  Amazon SageMaker Studio Lab
• How to access Radiant MLHub Data by Radiant Earth
  
• Radiant MLHub Tutorials with Jupyter Notebooks by Kevin Booth
  

Tools & Applications

• Challenge on Computer Vision for Crop Detection from Satellite Imagery by Radiant Earth
  
• Radiant MLHub Dataset Registry by Radiant Earth
  

Publications

• A Guide for Collecting and Sharing Ground Reference Data for Machine Learning Applications by Yonah Bromberg Gaber
  
• Creating a Machine Learning Commons for Global Development by Hamed Alemohammad
  
• Geo-Diverse Open Training Data as a Global Public Good by Hamed Alemohammad
  

Reference Elevation Model of Antarctica (REMA)

Tutorials

• PGC Dynamic STAC API Tutorial by Polar Geospatial Center
  

Tools & Applications

• OpenTopography access to REMA by OpenTopography
  
• REMA Explorer by Polar Geospatial Center & ESRI
  

Publications

• Automated stereo-photogrammetric DEM generation at high latitudes: Surface Extraction with TIN-based Search-space Minimization (SETSM) validation and demonstration over glaciated regions by Myoung-Jong Noh, Ian M. Howat
  
• Automatic relative RPC image model bias compensation through hierarchical image matching for improving DEM quality by Myoung-Jong Noh, Ian M. Howat
  
• Deep glacial troughs and stabilizing ridges unveiled beneath the margins of the Antarctic ice sheet by Morlighem, M., Rignot, E., Binder, T. et al.
  
• The Reference Elevation Model of Antarctica by Ian M. Howat, Claire Porter, Benjanim E. Smith, Myoung-Jong Noh, Paul Morin
  
• The surface extraction from TIN based search-space minimization (SETSM) algorithm by Myoung-Jong Noh, Ian M. Howat
  

ASTER L1T Cloud-Optimized GeoTIFFs

Tutorials

• Working with ASTER L1T Visible and Near Infrared (VNIR) Data in R by Cole Krehbiel
  

Tools & Applications

• EarthDaily EarthOne Platform by EarthDaily
  
• Latitude-Longitude to Path-Row conversion by USGS
  
• LatLongToWRS by Robin Wilson
  

Publications

• ASTER L1T Algorithm Theoretical Basis by David Meyer, Dawn Siemonsma, Barbara Brooks, and Lowell Johnson
  
• ASTER L1T Product Specification by USGS EROS Data Center
  
• ASTER L1T Product User Guide by USGS EROS Data Center
  

Earth Observation Data Cubes for Brazil

Tutorials

• Tile Map Service to view Image Collections from Brazil Data Cube Catalog by Brazil Data Cube
  
• Using Python to Access Image Collections Data (Jupyter notebook) by Brazil Data Cube
  

Tools & Applications

• cube-builder-aws - Application to generate data cubes on AWS environment. by Brazil Data Cube
  
• rstac - R library to query and download Image Collections from Brazil Data Cube Catalog on Amazon S3 by Brazil Data Cube
  

Publications

• Building Earth Observation Data Cubes on AWS by Ferreira, K R; Queiroz, G R; Marujo, R F B; Costa, R W. 
  
• Earth Observation Data Cubes for Brazil: Requirements, Methodology and Products. by K. R. Ferreira, et al.
  
• Using Remote Sensing Images and Cloud Services on AWS to Improve Land Use and Cover Monitoring by K. R. Ferreira, et al.
  

OpenAerialMap on AWS

Tutorials

• Displaying OpenAerialMap Imagery in Simple GIS Client by Simple GIS Software
  
• How to Segment Buildings on Drone Imagery with Fast.ai & Cloud-Native GeoData Tools by Dave Luo
  
• OAM User Guide by Humanitarian OpenStreetMap Team
  
• Use deep learning to assess palm tree health by Julia Lenhardt
  

Tools & Applications

• New OpenAerialMap Browser by Kontur
  
• OpenAerialMap API for metadata about available images and map layers. by Humanitarian OpenStreetMap Team
  
• OpenAerialMap Broswer for exploring and accessing imagery by Humanitarian OpenStreetMap Team
  

Publications

• Analysing the use of OpenAerialMap images for OpenStreetMap edits. by Mandourah, Hochmair
  
• Mapping a response: Using satellite images to aid humanitarian action by ALNAP
  
• OpenAerialMap: A Distributed Commons for Searching and Hosting Free Imagery by Kate Chapman, Humanitarian OpenStreetMap Team
  

Scottish Public Sector LiDAR Dataset

Tutorials

• LiDAR Tutorial using QGIS by Michal Michalski
  
• LiDAR Tutorial using R by Michal Michalski
  

Tools & Applications

• Scottish Remote Sensing Portal by Scottish Government and Joint Nature Conservation Committee (JNCC)
  

Publications

• Large area archaeological survey in the age of big data and machine learning by Dave Cowley, George Geddes, Łukasz Banaszek, Kirsty Millican and Iris Kramer
  
• Making LiGHT Work of Large Area Survey? Developing Approaches to Rapid Archaeological Mapping and the Creation of Systematic National-scaled Heritage Data by Dave Cowley, Łukasz Banaszek, George Geddes, Angela Gannon, Mike Middleton and Kirsty Millican
  
• New light on medieval settlement in lowland Scotland by Dave Cowley and Piers Dixon
  
• Towards National Archaeological Mapping. Assessing Source Data and Methodology - A Case Study from Scotland by Łukasz Banaszek, Dave Cowley and Mike Middleton
  

10m Annual Land Use Land Cover (9-class)

Tools & Applications

• View the dataset on UN Biodiversity Lab Map Viewer by United Nations Development Programme
  

Publications

• Global land use / land cover with Sentinel 2 and deep learning by K. Karra, C. Kontgis, Z. Statman-Weil, J. C. Mazzariello, M. Mathis and S. P. Brumby
  
• Mapping the world with unmatched frequency by Mark Hannel
  
• The world's most populated and greenest megacities (and how we found out) by Esri
  
• These maps from satellite data show how much Earth has changed in only five years by Fast Company
  
• ‘Very Dire’: Devastated by Floods, Pakistan Faces Looming Food Crisis by New York Times
  

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
  

DE Africa Waterbodies Monitoring Service

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• 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
  

Publications

• Waterbodies Monitoring Service by Digital Earth Africa Contributors
  

EarthDEM

Tutorials

• PGC Dynamic STAC API Tutorial by Polar Geospatial Center
  

Tools & Applications

• GLARS Data Viewer by Great Lakes Alliance for Remote Sensing
  
• NASA CSDA SmallSat Data Explorer by NASA Commercial Smallsat Acquisition Program
  

Publications

• Automated stereo-photogrammetric DEM generation at high latitudes: Surface Extraction with TIN-based Search-space Minimization (SETSM) validation and demonstration over glaciated regions by Myoung-Jong Noh, Ian M. Howat
  
• Multi-Source EO for Dynamic Wetland Mapping and Monitoring in the Great Lakes Basin by Michael J. Battaglia, Sarah Banks, Amir Behnamian, Laura Bourgeau-Chavez, Brian Brisco, Jennifer Corcoran, Zhaohua Chen, Brian Huberty, James Klassen, Joseph Knight, Paul Morin, Kevin Murnaghan, Keith Pelletier, Lori White
  
• The surface extraction from TIN based search-space minimization (SETSM) algorithm by Myoung-Jong Noh, Ian M. Howat
  

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
  

Amazonia EO satellite on AWS

Tutorials

• Keeping a SpatioTemporal Asset Catalog (STAC) Up To Date with SNS/SQS by Frederico Liporace
  Amazon SNSAWS LambdaAmazon DynamoDB
• The Evolution of ASDI's Data Infrastructure by Sean Harkins
  Amazon SNSAWS LambdaAmazon ECRAmazon S3Amazon Athena

Tools & Applications

• Amazonia 1 stactools package by Frederico Liporace
  
• Amazonia 1 stactools-pipeline by Frederico Liporace
  
• STAC V1.0.0 endpoint by Frederico Liporace
  

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 30m Height Above Nearest Drainage (HAND)

Tutorials

• Generate your own HAND data in Python by Alaska Satellite Facility
  
  
• Search the GLO-30 HAND Catalog in Python by Alaska Satellite Facility
  
  

Tools & Applications

• GLO-30 HAND ImageServer by Alaska Satellite Facility
  
• GLO-30 HAND Webmap by Alaska Satellite Facility
  

Publications

• AGU 2022: A New Global 30m HAND Dataset to Support Hydrological Services and Applications by Joseph H. Kennedy, et al.
  

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
  

High resolution, annual cropland and landcover maps for selected African countries

Tutorials

• Accessing and downloading data by Rahebe Abedi
  

Publications

• A super-ensemble approach to map land cover types with high resolution over data-sparse African savanna landscapes by Song et al. (2023)
  
• Final report-Phase 1: Creating open agricultural maps and ground truth data to better deliver farm extension services by Estes et al (2022)
  
• Final report-Phase 2: Creating next generation field boundary and crop type maps: Rigorous multi-scale groundtruth provides sustainable extension services for smallholders by Wussah et al (2022)
  
• High resolution, annual maps of field boundaries for smallholder-dominated croplands at national scales by Estes et al. (2022)
  

New Zealand Coastal Elevation

Tutorials

• Browsing the NZ elevation buckets by Toitū Te Whenua Land Information New Zealand
  
• Elevation survey naming and path conventions by Toitū Te Whenua Land Information New Zealand
  

Tools & Applications

• LINZ Basemaps by Toitū Te Whenua Land Information New Zealand
  
• LINZ Data Service by Toitū Te Whenua Land Information New Zealand
  
• LINZ Topographic Workflows - Bulk elevation data processing with Kubernetes and Argo Workflows by Toitū Te Whenua Land Information New Zealand
  

OPERA Dynamic Surface Water Extent from Harmonized Landsat Sentinel-2 product (Version 1)

Tutorials

• Access DSWx-HLS S3 by M. Grace Bato
  
• Getting Started with OPERA DSWx Product by K. Devlin and M. Grace Bato
  
• Stream and Viz DSWx-HLS via Direct HTTPS by M. Grace Bato
  
• Working with OPERA Dynamic Surface Water Extent (DSWx) Data by Nicholas Tarpinian
  
  

Publications

• Improved Automated Detection of Subpixel-Scale Inundation—Revised Dynamic Surface Water Extent (DSWE) Partial Surface Water Tests by Jones, John W
  

A region-wide, multi-year set of crop field boundary labels for Africa

Tutorials

• Instructions on data access and label-making demonstration notebook by Lyndon Estes
  
  

Publications

• A platform for crowdsourcing the creation of representative, accurate landcover maps by Estes et al. (2016)
  
• A region-wide, multi-year set of crop field boundary labels for Africa by Estes et al. (2024)
  
• A region-wide, multi-year set of crop field boundary labels for Africa by Wussah et al. (2023)
  
• Generalization enhancement strategies to enable cross-year cropland mapping with convolutional neural networks trained using historical samples by Khallaghi et al. (2025)
  
• High resolution, annual maps of field boundaries for smallholder-dominated croplands at national scales by Estes et al. (2022)
  
• Technical report on label develop and processing by Wussah et al. (2023)
  

Data to Science Catalog

Tutorials

• Data to Science Notebook Tutorials by GDSL
  
• Data to Science User Manual by GDSL
  

Tools & Applications

• D2S Browser by GDSL
  
• Data to Science Web Application by GDSL
  

High Resolution Canopy Height Maps by WRI and Meta

Tools & Applications

• Global Canopy Height on Earth Engine by Meta and WRI
  

Publications

• Every tree counts: Large-scale mapping of canopy height at the resolution of individual trees by Jamie Tolan, Camille Couprie, and Tracy Johns
  
• Sub-meter resolution canopy height maps using self-supervised learning and a vision transformer trained on Aerial and GEDI Lidar by Jamie Tolan, Hung-I Yang, Ben Nosarzewski, Guillaume Couairon, Huy Vo, John Brandt, Justine Spore, Sayantan Majumdar, Daniel Haziza, Janaki Vamaraju, Theo Moutakanni, Piotr Bojanowski, Tracy Johns, Brian White, Tobias Tiecke, Camille Couprie
  
• Using Artificial Intelligence to Map the Earth’s Forests by Jamie Tolan, Camille Couprie, John Brandt, Justine Spore, Tobias Tiecke, Tracy Johns and Patrick Nease
  

JAXA / USGS / NASA Kaguya/SELENE Terrain Camera Digital Terrain Models

Tutorials

• Discovering and Downloading Data via the Command Line by J. Laura
  
• Discovering and Downloading Data with Python by J. Laura
  
• Querying for Data in an ROI and Loading it into QGIS by J. Laura
  

Tools & Applications

• PySTAC Client by PySTAC-Client Contributors
  

JAXA / USGS / NASA Kaguya/SELENE Terrain Camera Observations

Tutorials

• Discovering and Downloading Data via the Command Line by J. Laura
  
• Discovering and Downloading Data with Python by J. Laura
  
• Querying for Data in an ROI and Loading it into QGIS by J. Laura
  

Tools & Applications

• PySTAC Client by PySTAC-Client Contributors
  

NAIP on AWS

Tutorials

• Urban Tree Detection by Jonathan Ventura
  

Tools & Applications

• EOS Land Viewer by Earth Observing System
  
• VoyagerSearch showing off Batch + NAIP by Voyager
  

Publications

• Individual Tree Detection in Large-Scale Urban Environments using High-Resolution Multispectral Imagery by Jonathan Ventura, Milo Honsberger, Cameron Gonsalves, Julian Rice, Camille Pawlak, Natalie L.R. Love, Skyler Han, Viet Nguyen, Keilana Sugano, Jacqueline Doremus, G. Andrew Fricker, Jenn Yost, Matt Ritter
  

NASA / USGS Controlled Europa DTMs

Tutorials

• Discovering and Downloading Data via the Command Line by J. Laura
  
• Discovering and Downloading Data with Python by J. Laura
  
• Querying for Data in an ROI and Loading it into QGIS by J. Laura
  

Tools & Applications

• PySTAC Client by PySTAC-Client Contributors
  

NASA / USGS Controlled THEMIS Mosaics

Tutorials

• Discovering and Downloading Data via the Command Line by J. Laura
  
• Discovering and Downloading Data with Python by J. Laura
  
• Querying for Data in an ROI and Loading it into QGIS by J. Laura
  

Tools & Applications

• PySTAC Client by PySTAC-Client Contributors
  

NASA / USGS Europa Controlled Observation Mosaics

Tutorials

• Discovering and Downloading Data via the Command Line by J. Laura
  
• Discovering and Downloading Data with Python by J. Laura
  
• Querying for Data in an ROI and Loading it into QGIS by J. Laura
  

Tools & Applications

• PySTAC Client by PySTAC-Client Contributors
  

NASA / USGS Europa Controlled Observations

Tutorials

• Discovering and Downloading Data via the Command Line by J. Laura
  
• Discovering and Downloading Data with Python by J. Laura
  
• Querying for Data in an ROI and Loading it into QGIS by J. Laura
  

Tools & Applications

• PySTAC Client by PySTAC-Client Contributors
  

NASA / USGS Mars Reconnaissance Orbiter (MRO) Context Camera (CTX) Targeted DTMs

Tutorials

• Discovering and Downloading Data via the Command Line by J. Laura
  
• Discovering and Downloading Data with Python by J. Laura
  
• Querying for Data in an ROI and Loading it into QGIS by J. Laura
  

Tools & Applications

• PySTAC Client by PySTAC-Client Contributors
  

NASA / USGS Released HiRISE Digital Terrain Models

Tutorials

• Discovering and Downloading Data via the Command Line by J. Laura
  
• Discovering and Downloading Data with Python by J. Laura
  
• Querying for Data in an ROI and Loading it into QGIS by J. Laura
  

Tools & Applications

• PySTAC Client by PySTAC-Client Contributors
  

NASA / USGS Uncontrolled HiRISE RDRs

Tutorials

• Discovering and Downloading Data via the Command Line by J. Laura
  
• Discovering and Downloading Data with Python by J. Laura
  
• Querying for Data in an ROI and Loading it into QGIS by J. Laura
  

Tools & Applications

• PySTAC Client by PySTAC-Client Contributors
  

Sentinel-2 L2A 120m Mosaic

Tutorials

• How to Make the Perfect Time-Lapse of the Earth by Matic Lubej
  

Tools & Applications

• Digital Twin Sandbox by Sentinel Hub
  
• Sentinel Hub WMS/WMTS/WCS Service and Process API by Sinergise
  

Publications

• Digital Twin Sandbox Sentinel-2 collection available to everyone by Grega Milcinski & Matic Lubej
  

Sentinel-3

Tutorials

• Accessing Sentinel-3 Data on S3 by MEEO by Meteorological Environmental Earth Observation
  

Tools & Applications

• Catalogue of data set by Meteorological Environmental Earth Observation
  
• Sentinel-3 Toolbox by European Space Agency
  

Publications

• Sentinel-3 Document Library by European Space Agency
  

Sentinel-5P Level 2

Tutorials

• Accessing Sentinel-5P Data on S3 by MEEO by Meteorological Environmental Earth Observation
  

Tools & Applications

• Catalogue of data set by Meteorological Environmental Earth Observation
  
• The Atmospheric Toolbox by European Space Agency
  

Publications

• Sentinel-5P TROPOMI Document Library by European Space Agency
  

Version 2 High Resolution Canopy Height Maps by WRI and Meta

Tutorials

• Get To Know A Dataset - CHMv2 by Meta
  
  

Tools & Applications

• Global Canopy Height on Earth Engine by Meta and WRI
  

Publications

• CHMv2: Improvements in Global Canopy Height Mapping using DINOv3 by John Brandt, Seungeun Yi, Jamie Tolan, Xinyuan Li, Peter Potapov,Jessica Ertel, Justine Spore, Huy V. Vo, Michael Ramamonjisoa, Patrick Labatut, Piotr Bojanowski, and Camille Couprie
  
• DINOv3 by Oriane Siméoni, Huy V. Vo, Maximilian Seitzer, Federico Baldassarre, Maxime Oquab, Cijo Jose, Vasil Khalidov, Marc Szafraniec, Seungeun Yi, Michaël Ramamonjisoa, Francisco Massa, Daniel Haziza, Luca Wehrstedt, Jianyuan Wang, Timothée Darcet, Théo Moutakanni, Leonel Sentana, Claire Roberts, Andrea Vedaldi, Jamie Tolan, John Brandt, Camille Couprie, Julien Mairal, Hervé Jégou, Patrick Labatut, Piotr Bojanowski
  

ASF SAR Data Products for Disaster Events

Tools & Applications

• ASF Event Search by Alaska Satellite Facility
  

Publications

• Event Search Manual by Alaska Satellite Facility
  
• SARVIEWS Events Collection by Alaska Satellite Facility
  

Canopy Tree Height Map for the Amazon Forest (mean height composite 2020-2024) by CTrees.org

Tutorials

• How to download the CTrees Amazon Canopy Height Map by Fabien H Wagner
  

Publications

• High Resolution Tree Height Mapping of the Amazon Forest using Planet NICFI Images and LiDAR-Informed U-Net Model by Fabien H Wagner, Ricardo Dalagnol, Griffin Carter, Mayumi CM Hirye, Shivraj Gill, Le Bienfaiteur Sagang Takougoum, Samuel Favrichon, Michael Keller, Jean PHB Ometto, Lorena Alves, Cynthia Creze, Stephanie P George-Chacon, Shuang Li, Zhihua Liu, Adugna Mullissa, Yan Yang, Erone G Santos, Sarah R Worden, Martin Brandt, Philippe Ciais, Stephen C Hagen, Sassan Saatchi
  
• Is this the largest tree in the Amazon? A Q&A with CTrees scientist Fabien Wagner by Rachel Kovinsky
  

Indiana Statewide Digital Aerial Imagery Catalog

Tools & Applications

• ArcGIS Online Indiana Orthoimagery Viewer by Indiana Geographic Information Office (IGIO)
  
• IGIO Imagery Opendata S3 Browser by Indiana Geographic Information Office (IGIO)
  

Publications

• Recording of 2025 - 2028 Indiana Orthoimagery Program Presentation by Indiana Geographic Information Office (IGIO)
  

NASA Earth Exchange Global Daily Downscaled Projections (NEX-GDDP-CMIP6)

Tools & Applications

• NEX-GDDP-CMIP6 Dashboard by NASA
  

Publications

• NASA and ASDI announce no-cost access to important climate dataset on the AWS Cloud by Dr. Manil Maskey and Ana Pinheiro Privette
  
• NASA Global Daily Downscaled Projections, CMIP6 by Thrasher, B., Wang, W., Michaelis, A., Melton, F., Lee, T. and Nemani, R.
  

NOAA Emergency Response Imagery

Tutorials

• ERI notebook using SageMaker Studio Lab (SMSL) by Mya Sears
  
  Amazon SageMaker Studio Lab
• Using Emergency and Pre-Event Imagery by Jon Sellars
  

Publications

• Open data helps recovery in the aftermath of devastating weather events by Jena Kent
  

OPERA Land Surface Disturbance Annual from Harmonized Landsat Sentinel-2 product (Version 1)

Tutorials

• Visualization and Exploration of OPERA DIST-ANN-HLS Product Layers by C. Speed and M. Grace Bato
  
• Visualizing and Analyzing the OPERA DIST-ANN-HLS Product to Explore Land-Use Change in Brazil by C. Speed and M. Grace Bato
  
• Visualizing and Analyzing the OPERA DIST-ANN-HLS Product to Visualize Wildfire Impact in Northern Quebec by C. Speed and M. Grace Bato
  

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
  

Sentinel-2 ACOLITE-DSF Aquatic Reflectance for the Conterminous United States

Tutorials

• tutorial.zip by S.D. Ducar
  

Tools & Applications

• GLOBUS Access Point by T.V. King, et al.
  

Publications

• Sentinel-2 ACOLITE-DSF Aquatic Reflectance for the Conterminous United States by T.V. King, et al.
  

Copernicus Digital Elevation Model (DEM)

Tools & Applications

• EO Browser by Sinergise
  
• Sentinel Hub WMS/WMTS/WCS Service and Process API by Sinergise
  

OPERA Dynamic Surface Water Extent from Sentinel-1 (Version 1)

Tutorials

• Generate Flood Maps without downloading OPERA DSWx-S1 products locally by S. Sangha
  
• Working with OPERA Dynamic Surface Water Extent (DSWx) Data by Nicholas Tarpinian
  
  

OPERA Land Surface Disturbance Alert from Harmonized Landsat Sentinel-2 product (Version 1)

Tutorials

• Getting Started with OPERA DIST Product by M. Grace Bato and R. Dhillon
  
• Getting Started with OPERA DIST-ALERT-HLS Products by R. Dhillon and M. Grace Bato
  

OPERA Land Surface Disturbance Alert from Harmonized Landsat Sentinel-2 provisional product (Version 0)

Tutorials

• Getting Started with OPERA DIST Product by M. Grace Bato and R. Dhillon
  
• Getting Started with OPERA DIST-ALERT-HLS Products by R. Dhillon and 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
  

Satellogic EarthView dataset

Tutorials

• Explore Satellogic EarthView in SageMaker Studio Lab (SMSL) by Javier Marin
  
  Amazon SageMaker Studio Lab

Publications

• EarthView: A Large Scale Remote Sensing Dataset for Self-Supervision by Velázquez, Diego and Rodríguez, Pau and Alonso, Sergio and Gonfaus, Josep M. and González, Jordi and, Richarte, Gerardo and Marín, Javier and Bengio, Yoshua and Lacoste, Alexandre
  

Sub-Meter Canopy Tree Height of California in 2020 by CTrees.org

Publications

• Canopy Height Unlocked: California Forest Resources Detailed in New Tree-level Map by Daniel Melling
  
• Sub-Meter Tree Height Mapping of California using Aerial Images and LiDAR-Informed U-Net Model by Fabien H Wagner, Sophia Roberts, Alison L Ritz, Griffin Carter, Ricardo Dalagnol, Samuel Favrichon, Mayumi CM Hirye, Martin Brandt, Philippe Ciais and Sassan Saatchi
  

ABoVE: Bias-Corrected IMERG Monthly Precipitation for Alaska and Canada, 2000-2020

Tutorials

• Accessing Data through ORNL DAAC Web Services by ORNL DAAC
  

ASTER Level 1T Precision Terrain Corrected Registered At-Sensor Radiance V004

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

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

HLS Landsat Operational Land Imager Surface Reflectance and TOA Brightness Daily Global 30m v2.0

Tutorials

• Getting Started with Cloud-Native HLS Data in Python by Mahsa Jami, Erik A. Bolch, Cole K. Krehbiel, Aaron M. Friesz, Brianna M. Lind
  

HLS Sentinel-2 Multi-spectral Instrument Surface Reflectance Daily Global 30m v2.0

Tutorials

• Getting Started with Cloud-Native HLS Data in Python by Mahsa Jami, Erik A. Bolch, Cole K. Krehbiel, Aaron M. Friesz, Brianna M. Lind
  

New Jersey Statewide Digital Aerial Imagery Catalog

Tutorials

• Visualize Imagery Changes by stephanie.bosits@tech.nj.gov
  

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
  

GLAD Landsat ARD

Tutorials

• GLAD ARD Data Format by Peter Potapov
  

Tools & Applications

• GLAD Landsat ARD Tools by Peter Potapov
  

Publications

• Landsat analysis ready data for global land cover and land cover change mapping by Potapov, P., Hansen, M.C., Kommareddy, I., Kommareddy, A., Turubanova, S., Pickens, A., Adusei, B., Tyukavina A., Ying, Q.