Usage examples for all datasets listed in the Registry of Open Data on AWS tagged with cog.
Tutorials
Publications
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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Clear-Sky Composites over Canada from Visible Infrared Imaging Radiometer Suite:Continuing MODIS Time Series into the Future by Trishchenko, A.P.
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Cumulative changes in minimum snow/ice extent over Canada and Northern USA for 2000-2023 by Trishchenko, A.P., Ungureanu, C.
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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.
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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.
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Implementation and Evaluation of Concurrent Gradient Search Method for Reprojection of MODIS Level 1B Imagery by Khlopenkov, K.V., and Trishchenko, A.P.
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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.
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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.
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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.
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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.
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MODIS Surface Albedo and Surface Reflectance Dataset. Format Description. by Trishchenko, Alexander P., Ungureanu, Calin
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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.
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Probability of the annual minimum snow and ice (MSI) presence over Canada by Trishchenko, Alexander P.
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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.
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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
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Warm season snow/ice probability maps from modis and viirs sensors over Canada by Trishchenko, Alexander P., Ungureanu, Calin
Tutorials
Tools & Applications
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Tutorials
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Access satellite imagery using Python by The Carpentries
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Create a Dynamic Tiler with TiTiler by Vincent Sarago
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How to process Sentinel-2 data in a serverless Lambda on AWS? by Alvaro Huarte
AWS LambdaAmazon SNS
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How to Work with Landsat and Sentinel-2 on AWS with Python by Martin D. Maas
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Intake-STAC with sat-search by Scott Henderson
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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
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Monitoring of methane (CH4) emission point sources on AWS by Janosch Woschitz, Karsten Schroer
Amazon SageMakerAmazon S3
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STAC, COG, Python and QGIS by Andrew Cutts
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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
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Use Sentinel-2 data in the Open Data Cube by Alex Leith
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Using Sentinel-2 Data from the AWS Open Data Project to measure water hyacinth growth by Louise Liddell
Amazon SageMaker Studio Lab
Tools & Applications
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Tutorials
Tools & Applications
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Antarctic calving loss rivals ice-shelf thinning by Greene, C.A., A.S. Gardner, N.-J. Schlegel, and A.D. Fraser
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Autonomous Repeat Image Feature Tracking (autoRIFT) and Its Application for Tracking Ice Displacement. Remote Sensing by Lei, Y., A.S. Gardner, and P. Agram
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Detecting seasonal ice dynamics in satellite images by Greene, C.A., A.S. Gardner, and L.C. Andrews
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Elevation change of the Antarctic Ice Sheet: 1985 to 2020 by Nilsson, J., A.S. Gardner, and F.S. Paolo
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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
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Processing methodology for the ITS_LIVE Sentinel-1 ice velocity products by Lei, Y., A.S. Gardner, and P. Agram
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Ubiquitous acceleration in Greenland Ice Sheet calving from 1985 to 2022 by Greene, C.A., A.S. Gardner, M. Wood, and J.K. Cuzzone
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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
Tutorials
Tools & Applications
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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.
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ESA WorldCover 10 m 2020 v100 - Product User Manual by VITO
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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.
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ESA WorldCover 10 m 2021 v200 - Product User Manual by VITO
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Fusing GEDI with earth observation data for large area aboveground biomass mapping by Yuri Shendryk
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Release of the 10 m WorldCover map by Ruben Van De Kerchove
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The world's most populated and greenest megacities (and how we found out) by Michael Dangermond, Emily Meriam
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WorldCover taking it to the next level by Ruben Van De Kerchove
Tutorials
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Tools & Applications
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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
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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
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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
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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
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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
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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
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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.
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Mainstreaming Disruptive Technologies in Energy. World Bank Report. 2019 by Kwawu Mensan Gaba, Brian Min, Olaf Veerman, Kimberly Baugh
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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.
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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.
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Power and the Vote - Elections and Electricity in the Developing World. Cambridge. 2015. by Brian Min
Tutorials
Tools & Applications
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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
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Automatic relative RPC image model bias compensation through hierarchical image matching for improving DEM quality by Myoung-Jong Noh, Ian M. Howat
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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
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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
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The surface extraction from TIN based search-space minimization (SETSM) algorithm by Myoung-Jong Noh, Ian M. Howat
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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
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Automatic relative RPC image model bias compensation through hierarchical image matching for improving DEM quality by Myoung-Jong Noh, Ian M. Howat
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Deep glacial troughs and stabilizing ridges unveiled beneath the margins of the Antarctic ice sheet by Morlighem, M., Rignot, E., Binder, T. et al.
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The Reference Elevation Model of Antarctica by Ian M. Howat, Claire Porter, Benjanim E. Smith, Myoung-Jong Noh, Paul Morin
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The surface extraction from TIN based search-space minimization (SETSM) algorithm by Myoung-Jong Noh, Ian M. Howat
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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
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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
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The surface extraction from TIN based search-space minimization (SETSM) algorithm by Myoung-Jong Noh, Ian M. Howat
Tutorials
Tools & Applications
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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.
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ESA WorldCover 10 m 2021 v200 - Product User Manual by VITO
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Release of the 10 m WorldCover map by Ruben Van De Kerchove
Tutorials
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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
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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
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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
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Every tree counts: Large-scale mapping of canopy height at the resolution of individual trees by Jamie Tolan, Camille Couprie, and Tracy Johns
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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
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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
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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
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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
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Is this the largest tree in the Amazon? A Q&A with CTrees scientist Fabien Wagner by Rachel Kovinsky
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NASA and ASDI announce no-cost access to important climate dataset on the AWS Cloud by Dr. Manil Maskey and Ana Pinheiro Privette
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NASA Global Daily Downscaled Projections, CMIP6 by Thrasher, B., Wang, W., Michaelis, A., Melton, F., Lee, T. and Nemani, R.
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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
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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.
If you want to add a dataset or usage example to this registry, please follow the instructions on the Registry of Open Data on AWS GitHub repository or tell us about your project.
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