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
  

Low Altitude Disaster Imagery (LADI) Dataset

Tutorials

• LADI v1 Tutorials by Andrew Weinert, Jianyu Mao, Kiana Harris, Nae-Rong Chang, Caleb Pennell, Yiming Ren, Ryan Earley, Nadia Dimitrova
  
• LADI v2 Overview by Jeffrey Liu, Sam Scheele, Katherine Picchione
  

Tools & Applications

• NIST TRECVID 2020 - Disaster Scene Description and Indexing (DSDI) by TREC Video Retrieval Evaluation (TRECVID)
  
• Remote Sensing for Disaster Response Course by Beaver Works Summer Institute
  

Publications

• Accelerate disaster response with computer vision for satellite imagery using Amazon SageMaker and Amazon Augmented AI by Vamshi Krishna Enabothala, Morgan Dutton, and Sandeep Verma
  
• An overview on the evaluated video retrieval tasks at TRECVID 2022 by George Awad, Keith Curtis, Asad Butt, Jonathan Fiscus, Afzal Godil, Yooyoung Lee, Andrew Delgado, Eliot Godard, Lukas Diduch, Jeffrey Liu, Yvette Graham, Georges Quenot
  
• Evaluating Multiple Video Understanding and Retrieval Tasks at TRECVID 2021 by George Awad, Asad Butt, Keith Curtis, Jonathan G. Fiscus, Afzal A. Godil, Yooyoung Lee, Andrew Delgado, Eliot Godard, Baptiste Chocot, Lukas Diduch, Jeffrey Liu, Yvette Graham, Gareth Jones, Georges Quenot
  
• Large Scale Organization and Inference of an Imagery Dataset for Public Safety by Jeffrey Liu, David Strohschein, Siddharth Samsi, Andrew Weinert
  
• Train and Deploy an Image Classifier for Disaster Response by Jianyu Mao, Kiana Harris, Nae-Rong Chang, Caleb Pennell, Yiming Ren
  
• TRECVID 2020: A comprehensive campaign for evaluating video retrieval tasks across multiple application domains by George Awad, Asad A. Butt, Keith Curtis, Jonathan Fiscus, Afzal Godil, Yooyoung Lee, Andrew Delgado, Jesse Zhang, Eliot Godard, Baptiste Chocot, Lukas Diduch, Jeffrey Liu, Alan F. Smeaton, Yvette Graham, Gareth J. F. Jones, Wessel Kraaij, Georges Quenot
  
• Video Testing at the FirstNet Innovation and Test Lab Using a Public Safety Dataset by Chris Budny, Jeffrey Liu, Andrew Weinert
  

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
  

NOAA Water-Column Sonar Data Archive

Tutorials

• Frequency Differencing with Raw Data by Carrie Wall
  
• Plotting Raw EK60 Data by Carrie Wall
  
• Reading and Plotting Bottom Data by Carrie Wall
  
• Reading and Plotting Processed CSV Data by Carrie Wall
  

Tools & Applications

• pyEcholab - an open-source, python-based toolkit for reading, processing, plotting, and exporting fisheries acoustic echosounder data by Rick Towler, Chuck Anderson, Veronica Martinez, Pamme Crandell
  
• Water Column Sonar Data Explorer - Map viewer for exploring sonar water column data by NCEI, NOAA
  

Publications

• Building an Accessible Archive for Water Column Sonar Data by Carrie Wall
  
• Increasing the accessibility of acoustic data through global access and imagery by Carrie Wall, Michael Jech, and Susan McLean
  

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
  

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
  

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
  

Daylight Map Distribution of OpenStreetMap

Tutorials

• Daylight Earth Tables by Daylight Contributors
  Amazon Athena
• Loading the Daylight Map Distribution OpenStreetMap Features into AWS Athena by Jennings Anderson
  Amazon Athena
• Querying the Daylight OpenStreetMap Distribution with Amazon Athena by Jennings Anderson and Mike Jeffe
  Amazon Athena

Publications

• Daylight Earth Tables (NACIS 2022) by Jennings Anderson, Jonah Adkins, Jacob Wasserman
  
• Increasing OpenStreetMap Data Accessibility with the Analysis-Ready Daylight Distribution of OpenStreetMap: A Demonstration of Cloud-Based Assessments of Global Building Completeness by Jennings Anderson and Timmera Whaley Omidire
  

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
  

OpenStreetMap on AWS

Tutorials

• Develop and Extract Value from Open Data by Daniel Bernao
  
• Querying OpenStreetMap Changesets with Amazon Athena by Jennings Anderson
  Amazon Athena
• Querying OpenStreetMap with Amazon Athena by Seth Fitzsimmons
  

Tools & Applications

• OSM+Athena (GitHub) by Development Seed
  
• PlanetUtils (GitHub): Scripts and a Docker container to maintain your own OpenStreetMap planet by Interline Technologies
  

Overture Maps Foundation Open Map Data

Tutorials

• Accessing Overture Maps Data by Overture Maps Foundation
  
• Working With Overture Data: A Step-by-Step Guide by Jennings Anderson
  Amazon Athena

Publications

• Building Heights: From open USGS lidar to open Overture maps by Overture Maps Foundation
  
• Global Entity Reference System by Overture Maps Foundation
  
• Overture Data Schema by Overture Maps Foundation
  

Prefeitura Municipal de São Paulo (PMSP) LiDAR Point Cloud

Tools & Applications

• Entwine by Hobu, Inc.
  
• Fusion by US Department of Agriculture - Forest Service
  
• LAStools by rapidlasso GmbH, GERMANY
  
• PDAL - Point Data Abstraction Library by PDAL Contributors
  

Publications

• Describing the Vertical Structure of Informal Settlements on the Basis of LiDAR Data – A Case Study for Favelas (Slums) in Sao Paulo City by S. C. L. Ribeiro, M. Jarzabek-Rychard, J. P. Cintra, H.-G. Maas
  

Speedtest by Ookla Global Fixed and Mobile Network Performance Maps

Tutorials

• Bootstrapping Dask on 1000 cores with AWS Fargate by Imri Paran
  AWS FargateAmazon EKS
• How to deliver performant GIS desktop applications with Amazon AppStream 2.0 by Ethan Fahy and Spencer DeBrosse
  Amazon AppStream 2.0Amazon RDS
• Launching Lonboard - A Python library for extremely fast geospatial vector data visualization in Jupyter by Kyle Barron
  
• New Year, Great Data: The Best Ookla Open Data Projects We’ve Seen So Far by Katie Jolly
  

real-changesets

Tools & Applications

• changeset-map by OSM Lab
  
• OSMCha by Wille Marcel, Mapbox et al.
  
• real-changesets-parser by Mapbox
  

Publications

• Preparing accurate history and caching changesets by Sajjad Anwar
  

AG-LOAM Dataset

Tools & Applications

• Source code of the LiDAR-only odometry and mapping system by Hanzhe Teng et al.
  

Publications

• Adaptive LiDAR Odometry and Mapping for Autonomous Agricultural Mobile Robots in Unmanned Farms by Hanzhe Teng, Yipeng Wang, Dimitrios Chatziparaschis, Konstantinos Karydis
  
• Adaptive LiDAR Odometry and Mapping for Autonomous Agricultural Mobile Robots in Unmanned Farms by Hanzhe Teng, Yipeng Wang, Dimitrios Chatziparaschis, Konstantinos Karydis
  

CitrusFarm Dataset

Tools & Applications

• Python script to download this dataset by Hanzhe Teng et al.
  
• Python scripts used in the data collection and post-processing by Hanzhe Teng et al.
  

Publications

• Multimodal Dataset for Localization, Mapping and Crop Monitoring in Citrus Tree Farms by Hanzhe Teng, Yipeng Wang, Xiaoao Song and Konstantinos Karydis
  

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)
  

Indiana Statewide Elevation Catalog

Tools & Applications

• ArcGIS Online Indiana Lidar Viewer by Indiana Geographic Information Office (IGIO)
  
• IGIO Elevation Opendata S3 Browser by Indiana Geographic Information Office (IGIO)
  

Publications

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

Aurora Multi-Sensor Dataset

Tutorials

• Introduction to Visualizing Sensor Types (Jupyter notebook) by Andrei Bârsan (note: Aurora makes no representations as to the accuracy or functionality of the tutorial)
  Amazon SageMaker Studio Lab

Publications

• "Pit30M: A benchmark for global localization in the age of self-driving cars", in 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (pp. 4477-4484) by Martinez, J., Doubov, S., Fan, J., Bârsan, I. A., Wang, S., Máttyus, G., Urtasun, R.
  

Cloud Indexes for Bowtie, Kraken, HISAT, and Centrifuge

Tutorials

• Table of contents for tutorials for constituent tools by Ben Langmead
  

Publications

• Reducing reference bias using multiple population reference genomes by Chen et al (2020)
  

Collection of open nation-scale LiDAR datasets

Tutorials

• How to download data with FlaiHub by Flai
  

Tools & Applications

• FlaiHub - web application for accessing, browsing and processing open LiDAR datasets by Flai
  

Ford Multi-AV Seasonal Dataset

Tutorials

• Autonomous Driving Data Service (ADDS) by Ajay Vohra, Amazon
  Amazon EKSAmazon RedshiftAmazon S3Amazon FSx
• Ford AV Dataset Tutorial by Ford Motor Company
  

Reference data for HiFi human WGS

Tutorials

• PacBio WGS Variant Pipeline README by Pacific Biosciences of California, Inc
  

Tools & Applications

• Consolidated analysis with the PacBio WGS Variant Pipeline by Pacific Biosciences of California, Inc
  

SeeFar V0

Tutorials

• Getting Started with SeeFar for Multi-Resolution Geospatial Analysis by James Lowman - Coastal Carbon
  Amazon SageMakerAmazon S3

Publications

• SeeFar: Satellite Agnostic Multi-Resolution Dataset for Geospatial Foundation Models by Lowman, J., Zheng, K. L., Fraser, R., The, J. V. G., & Valipour, M.
  

A2D2: Audi Autonomous Driving Dataset

Tutorials

• Autonomous Driving Data Service (ADDS) by Ajay Vohra, Amazon
  Amazon EKSAmazon RedshiftAmazon S3Amazon FSx

Natural Earth

Publications

• Natural Earth Vector (2009) by Nathaniel Vaughn Kelso, Tom Patterson
  

New Jersey Statewide Digital Aerial Imagery Catalog

Tutorials

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

New Jersey Statewide LiDAR

Tutorials

• 3D Visualization by stephanie.bosits@tech.nj.us
  

Orcasound - bioacoustic data for marine conservation

Tools & Applications

• Github for our open source projects by Orcasound open source community
  

Swiss Public Transport Stops

Tools & Applications

• Map Viewer by Swiss Geoportal
  

Virtual Shizuoka, 3D Point Cloud Data

Tutorials

• Tutorial of handling LAS format point cloud data by AIGID