{"id":9968,"date":"2026-09-15T13:31:58","date_gmt":"2026-09-15T13:31:58","guid":{"rendered":"https:\/\/godshand.link\/ground_post\/csda-vendor-kuva-space\/"},"modified":"2026-09-15T13:31:58","modified_gmt":"2026-09-15T13:31:58","slug":"csda-vendor-kuva-space","status":"publish","type":"ground_post","link":"https:\/\/godshand.link\/en_gb\/ground_post\/csda-vendor-kuva-space\/","title":{"rendered":"CSDA Vendor &#8211; Kuva Space"},"content":{"rendered":"<p><br \/>\n<\/p>\n<div xmlns:default=\"http:\/\/www.w3.org\/2000\/svg\">\n<div id=\"\" class=\"nasa-gb-align-full maxw-full width-full padding-0 hds-module hds-module-full alignfull wp-block-nasa-blocks-page-intro\">\n<div class=\"padding-0 bg-spacesuit-white wp-block-nasa-blocks-page-intro\">\n<div class=\"hds-page-intro hds-page-intro-banner width-full maxw-full padding-0 hds-cover-wrapper minh-tablet\">\n<div class=\"hds-foreground-wrapper display-flex\">\n<div class=\"grid-row grid-container grid-container-block margin-top-auto margin-bottom-auto width-full maxw-desktop-lg padding-top-9 padding-x-3 z-400\">\n<div class=\"grid-col-12 desktop:grid-col-6 desktop:padding-right-4 margin-bottom-3 desktop:margin-bottom-0\">\n<p class=\"p-lg color-carbon-30-important\">\n\t\t\t\t\t\tNASA&#8217;s Commercial Satellite Data Acquisition (CSDA) program has acquired commercial datasets from Kuva Space.\t\t\t\t\t<\/p>\n<\/p><\/div><\/div><\/div>\n<figure class=\"hds-media-background\"><img width=\"2048\" height=\"1152\" src=\"https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png?w=2048\" class=\"attachment-2048x2048 size-2048x2048\" alt=\"\" style=\"transform: scale(1); transform-origin: 50% 50%; object-position: 50% 50%; object-fit: cover;\" block_context=\"nasa-block\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png 2500w, https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png?resize=300,169 300w, https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png?resize=768,432 768w, https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png?resize=1024,576 1024w, https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png?resize=1536,864 1536w, https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png?resize=2048,1152 2048w, https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png?resize=400,225 400w, https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png?resize=600,337 600w, https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png?resize=900,506 900w, https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png?resize=1200,675 1200w, https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png?resize=2000,1125 2000w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"\/><\/figure>\n<\/p><\/div><\/div><\/div>\n<p class=\"wp-block-paragraph\">Kuva Space\u2019s Hyperfield constellation provides consistently calibrated hyperspectral data to support scientific research and environmental monitoring. Operating in the visible and near\u2011infrared spectral range (475\u202fnm\u2013880\u202fnm), the Hyperfield sensors capture detailed hyperspectral imagery that enables precise characterization of vegetation, soils, water bodies, land cover, and other surface materials based on their spectral characteristics.<\/p>\n<p class=\"wp-block-paragraph\">Hyperfield data support a broad range of Earth science applications including: ecosystem monitoring, agriculture, forestry, inland and coastal water studies, land cover mapping, and environmental change detection. Kuva Space also develops AI-driven downstream analytics products to support timely decision-making.<\/p>\n<h2 class=\"wp-block-heading\">Obtaining Data<\/h2>\n<p class=\"wp-block-paragraph\">All newly awarded commercial data provider products are currently undergoing CSDA evaluation. If you have any questions about these products, please email <a target=\"_blank\" href=\"https:\/\/science.nasa.gov\/earth-science\/csda\/vendor-kuva-space\/mailto:csda-support@nasa.gov\" data-type=\"mailto\" data-id=\"https:\/\/science.nasa.gov\/earth-science\/csda\/vendor-kuva-space\/mailto:csda-support@nasa.gov\">CSDA Support<\/a>. <\/p>\n<h2 class=\"wp-block-heading\"><strong>Copyright<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">Data products and derivatives for imagery must contain copyright markings as specified below, where YYYY is the year of the image acquisition.<\/p>\n<ul class=\"wp-block-list\">\n<li>For data products: \u201c\u00a9 KuvaSpaceYYYY. All rights reserved.\u201d<\/li>\n<li>derivatives: \u201cIncludes copyrighted material of KuvaSpace. All rights reserved.\u201d<\/li>\n<li>A joint copyright notice may be used as appropriate.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\">CSDA Acknowledgement<\/h2>\n<p class=\"wp-block-paragraph\">To help CSDA identify your publications, we request that you include the following acknowledgment when publishing work created using these data:<\/p>\n<p class=\"wp-block-paragraph\">\u201cThis work utilized data made available through the NASA Commercial Satellite Data Acquisition (CSDA) Program.\u201d Authorized users should send <a target=\"_blank\" href=\"https:\/\/science.nasa.gov\/earth-science\/csda\/vendor-kuva-space\/mailto:csda-support@nasa.gov\" rel=\"noreferrer noopener\">CSDA<\/a> a courtesy copy of any publications that include CSDA-distributed data.<\/p>\n<h2 class=\"wp-block-heading\"><strong>Kuva Space Data Available from the CSDA Program<\/strong><\/h2>\n<h3 class=\"wp-block-heading\">Data Characteristics<\/h3>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<tbody>\n<tr>\n<td><strong>Mission<\/strong><\/td>\n<td>Hyperfield-1<\/td>\n<\/tr>\n<tr>\n<td><strong>Mission Size Category<\/strong><\/td>\n<td>Micro (&lt;100kg)<\/td>\n<\/tr>\n<tr>\n<td><strong>Number of satellites<\/strong><\/td>\n<td>2<\/td>\n<\/tr>\n<tr>\n<td><strong>Satellite \/ Constellation<\/strong><\/td>\n<td>Hyperfield-1A\/B (HF-1A &amp; HF-1B)<\/td>\n<\/tr>\n<tr>\n<td><strong>Payload Sensor Domain<\/strong><\/td>\n<td>Hyperspectral Fabry-P\u00e9rot interferometer<\/td>\n<\/tr>\n<tr>\n<td><strong>Orbit altitude<\/strong><\/td>\n<td>500 km<\/td>\n<\/tr>\n<tr>\n<td><strong>Orbit Type<\/strong><\/td>\n<td>Sun-synchronous<\/td>\n<\/tr>\n<tr>\n<td><strong>Launch<\/strong><\/td>\n<td>August 16, 2024 (HF-1A), June 23, 2025 (HF-1B).<br \/>Lifetime: 5 years<\/td>\n<\/tr>\n<tr>\n<td><strong>Temporal revisit<\/strong><\/td>\n<td>At 50\u00b0N: ~4 days (two satellites)<br \/>At the equator: ~11-12 days (two satellites)<\/td>\n<\/tr>\n<tr>\n<td><strong>Swath [km]<\/strong><\/td>\n<td>52 km<\/td>\n<\/tr>\n<tr>\n<td><strong>Spectral Range<\/strong><\/td>\n<td>VNIR 475-880 nm<\/td>\n<\/tr>\n<tr>\n<td><strong>Spectral bands<\/strong><\/td>\n<td>22 VNIR in routine acquisitions, configurable to 60<\/td>\n<\/tr>\n<tr>\n<td><strong>Acquisition mode<\/strong><\/td>\n<td>Tasking, Screening<\/td>\n<\/tr>\n<tr>\n<td><strong>GSD<\/strong><\/td>\n<td>25 m<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p class=\"wp-block-paragraph\">Kuva Space distributes calibrated spaceborne hyperspectral image products. Each scene covers approximately 50 \u00d7 40 km and is provided at three data levels &#8211; L1B, L1C, and L2A (see table below). The products are uploaded as a STAC\u2011compliant collection of cloud\u2011optimized GeoTIFFs (COGs), accompanied by a custom sidecar metadata file tailored to the mission\u2019s requirements. Images are delivered as float32 TIFFs and do not require further rescaling. Each product package also includes additional TIFF files containing cloud and bad\u2011pixel masks. Analytic data products are delivered in standard raster and vector formats (e.g. GeoTIFF, GeoJSON).<\/p>\n<h3 class=\"wp-block-heading\">Data Product Descriptions<\/h3>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<tbody>\n<tr>\n<td>Product level<\/td>\n<td>Product Description<\/td>\n<\/tr>\n<tr>\n<td>Level 1B<\/td>\n<td>Fully stitched hypercube containing all the VIS and NIR camera bands. Images are provided as Top of Atmosphere (TOA) reflectance and bad pixels have been corrected.<\/td>\n<\/tr>\n<tr>\n<td>Level 1C<\/td>\n<td>Orthorectified hypercube. The L1B product is orthorectified and reprojected to a coordinate system associated with the closest Universal Transverse Mercator (UTM) zone. Images are provided as TOA reflectance products.<\/td>\n<\/tr>\n<tr>\n<td>Level 2A<\/td>\n<td>Atmospherically corrected hypercube resulting from applying atmospheric correction to the L1C product. Images are provided as Bottom of Atmosphere (BOA) surface reflectance.<\/td>\n<\/tr>\n<tr>\n<td>Ext<\/td>\n<td>Associated value-added products include quality and ancillary layers that facilitate processing and analysis. These include bad-pixel masks, cloud masks, viewing geometry (zenith\/azimuth angle) layers, quicklook images, Digital Elevation Model (DEM) layers for orthorectified products and quality metadata describing product integrity and processing history.\u00a0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<h2 class=\"wp-block-heading\"><strong>Authorized Data Use and Users<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">Access to this data is governed by the CSDA End User License Agreements (<a target=\"_blank\" href=\"https:\/\/science.nasa.gov\/earth-science\/csda\/end-user-license-agreements\/\">EULAs<\/a>). The minimum access level for data is the USG license. Depending on the specific data products provided, some or all data may also be available under higher-tier CSDA licenses, including USG-Plus and Public licenses.<\/p>\n<p class=\"wp-block-paragraph\">Under the applicable license tier, authorized users may include:<\/p>\n<ul class=\"wp-block-list\">\n<li>U.S. Government federal employees<\/li>\n<li>State, local, territorial, and tribal government personnel<\/li>\n<li>U.S. Government contractors and subcontractors<\/li>\n<li>U.S. Government\u2013funded researchers and academic partners<\/li>\n<li>Other users authorized under applicable CSDA license levels (USG, USG-Plus, or Public)<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">All data use must comply with the terms of the EULA. All\u00a0<a target=\"_blank\" href=\"https:\/\/csdap.earthdata.nasa.gov\/tasking\">data requests<\/a>\u00a0must be reviewed and approved by NASA\u2019s Commercial Satellite Data Acquisition (CSDA) program.<\/p>\n<p class=\"wp-block-paragraph\"><strong>Top Banner Image:<\/strong> Hyperfield-1A image in western Helmand (May 2nd, 2026) along with a false RGB of its embeddings. The foundation model separates spectrally distinct materials, even within similar materials such as vegetation. Credit: \u00a9 Kuva Space 2026. All rights reserved.<\/p>\n<\/div>\n<p><br \/>\n<br \/><a href=\"https:\/\/science.nasa.gov\/earth-science\/csda\/vendor-kuva-space\/?rand=6382\" target=\"_blank\">Source link <\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>NASA&#8217;s Commercial Satellite Data Acquisition (CSDA) program has acquired commercial datasets from Kuva Space. Kuva Space\u2019s Hyperfield constellation provides consistently calibrated hyperspectral data to support scientific research and environmental monitoring. Operating in the visible and near\u2011infrared spectral range (475\u202fnm\u2013880\u202fnm), the Hyperfield sensors capture detailed hyperspectral imagery that enables precise characterization of vegetation, soils, water bodies, land cover, and other surface&hellip;<\/p>","protected":false},"author":99074,"featured_media":9969,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"open","template":"","format":"standard","meta":{"give_campaign_id":0,"footnotes":""},"tags":[2065,3303,391,2066],"ground_category":[137,313],"class_list":["post-9968","ground_post","type-ground_post","status-publish","format-standard","has-post-thumbnail","hentry","tag-csda","tag-kuva","tag-space","tag-vendor","ground_category-1-grounds-science","ground_category-1-4-discover-saturn"],"fifu_image_url":"https:\/\/science.nasa.gov\/wp-content\/uploads\/2026\/08\/kuva-space-hero-image-foundation-model-embeddings.png","_links":{"self":[{"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/ground_post\/9968","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/ground_post"}],"about":[{"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/types\/ground_post"}],"author":[{"embeddable":true,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/users\/99074"}],"replies":[{"embeddable":true,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/comments?post=9968"}],"version-history":[{"count":0,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/ground_post\/9968\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/media\/9969"}],"wp:attachment":[{"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/media?parent=9968"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/tags?post=9968"},{"taxonomy":"ground_category","embeddable":true,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/ground_category?post=9968"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}