Imagery and land cover data
＋ Follow new data2,139 datasets.
This Collection provides Sentinel-5P Level-1 RA BD1 products, which contains Earth radiance spectra for spectral band 1.
uav imagery by Moh. Aprilla, acquired 2026-05-19 to 2026-05-19, 3.4 cm per pixel, published on OpenAerialMap.
uav imagery by Karson A. Kall, acquired 2026-08-07 to 2026-08-07, 1.7 cm per pixel, published on OpenAerialMap.
satellite imagery by Vantor, acquired 2026-06-29 to 2026-06-29, 42.8 cm per pixel, published on OpenAerialMap.
uav imagery by GIS, acquired 2026-07-29 to 2026-07-30, 2.6 cm per pixel, published on OpenAerialMap.
satellite imagery by Atlas Logistique / UNDAC, acquired 2025-11-21 to 2025-11-21, 2.0 cm per pixel, published on OpenAerialMap.
aircraft imagery by T, acquired 2025-10-18 to 2025-10-18, 8.6 cm per pixel, published on OpenAerialMap.
satellite imagery by Vantor, acquired 2026-06-01 to 2026-06-01, 34.2 cm per pixel, published on OpenAerialMap.
aircraft imagery by Centro de Estudios POMOTE, acquired 2026-07-19 to 2026-07-21, 7.4 cm per pixel, published on OpenAerialMap.
uav imagery by Agência Peixe Vivo, acquired 2025-09-23 to 2025-09-23, 2.8 cm per pixel, published on OpenAerialMap.
satellite imagery by Vantor, acquired 2026-07-16 to 2026-07-16, 60.9 cm per pixel, published on OpenAerialMap.
uav imagery by Agência Peixe Vivo, acquired 2025-08-27 to 2025-08-27, 3.1 cm per pixel, published on OpenAerialMap.
uav imagery by WebODM, acquired 2025-03-30 to 2025-03-30, 8.3 cm per pixel, published on OpenAerialMap.
aircraft imagery by Gabriel Mancilla, acquired 2025-12-14 to 2025-12-14, 6.4 cm per pixel, published on OpenAerialMap.
uav imagery by Homespace LTD, acquired 2025-07-18 to 2025-07-18, 5.0 cm per pixel, published on OpenAerialMap.
aircraft imagery by Francisco, acquired 2025-10-11 to 2025-10-11, 1.7 cm per pixel, published on OpenAerialMap.
satellite imagery by Satellogic, acquired 2026-05-26 to 2026-05-26, 87.0 cm per pixel, published on OpenAerialMap.
uav imagery by Rodolfo Vargas Chile. GEÓGRAFO, acquired 2025-03-27 to 2025-03-27, 3.0 cm per pixel, published on OpenAerialMap.
satellite imagery by Vantor , acquired 2026-09-01 to 2026-09-01, 52.3 cm per pixel, published on OpenAerialMap.
uav imagery by Help.NGO, acquired 2026-05-23 to 2026-05-23, 3.6 cm per pixel, published on OpenAerialMap.
aircraft imagery by Esteio, acquired 2025-08-21 to 2025-08-21, 75.2 cm per pixel, published on OpenAerialMap.
aircraft imagery by Esdras de Lima Andrade, acquired 2025-08-16 to 2025-08-16, 250.0 cm per pixel, published on OpenAerialMap.
uav imagery by Esdras Andrade, acquired 2025-08-21 to 2025-08-21, 3.9 cm per pixel, published on OpenAerialMap.
uav imagery by OSM Colombia, acquired 2026-05-24 to 2026-05-25, 5.7 cm per pixel, published on OpenAerialMap.
ArcGIS Image ServiceTime Interval: Seasonal Climatology Version: 1 Spatial Resolution: 3 km Time Extent: 2004 to 2024 (Dec-Feb, Mar-May, Jun-Aug, Sep-Nov) Projection: GCS WGS84 Extent: Regional | Europe Other Formats: OGC WMS, OGC WCS, REST CollectionThis collection contains European Anvil Cloud Days per Year detection climatological statistics averaged over: Dec-Feb, Mar-May, Jun-Aug, Sep-Nov 2004-2024 Satellite Mapping and Analysis of Severe Hailstorms (SMASH) ProjectThis Hailstorm research project seeks to address knowledge gaps in the severe hail climatology using regional to global scale satellite observations and provides mechanisms to explore related datasets. For questions/issues please contact: kristopher.m.bedka@nasa.gov
uav imagery by Atlas Logistique / UNDAC, acquired 2025-11-21 to 2025-11-21, 1.6 cm per pixel, published on OpenAerialMap.
satellite imagery by Vantor, acquired 2026-06-29 to 2026-06-29, 44.5 cm per pixel, published on OpenAerialMap.
uav imagery by Wikimedia Perú, acquired 2025-03-24 to 2025-03-24, 5.0 cm per pixel, published on OpenAerialMap.
satellite imagery by Netas Ciudadanas, acquired 2025-10-11 to 2025-10-11, 5.8 cm per pixel, published on OpenAerialMap.
uav imagery by Emilio Mariscal, acquired 2025-05-23 to 2025-05-23, 5.2 cm per pixel, published on OpenAerialMap.
uav imagery by HOT, acquired 2026-05-28 to 2026-05-29, 4.1 cm per pixel, published on OpenAerialMap.
Date of Images: Post-Event: April 26, 2024-May 22, 2024 (Daily) Pre-Event: April 2024 (Composite) Summary: These Black Marble Day-Night Band (BRDF-Corrected) images were created by the NASA Black Marble Science team. The images are corrected for atmospheric, terrain, lunar BRDF, and straylight effects, and directly measures light intensity on the ground in units of nanowatts/(steradian centimeter squared). The images are scaled from 0 - 30. The baseline image is from September 2025, generated from all daily atmospheric and lunar-corrected data from that month. There is a layer to display where clouds are present. This comparison between the images is meant as a visual assessment of outage impacts to aid various partners who are working to deliver emergency aids to local communities. Power outage maps like these help disaster response efforts in the short-term as well as long-term monitoring during the crucial stages of disaster recovery. Suggested Use: NASA's Black Marble Nighttime Light product suite is a state-of-the-art daily global collection of standard products for monitoring nighttime lights (NTL). Utilizing the Visible Imaging Radiometer Suite (VIIRS) Day/Night Band (DNB) aboard the Suomi-NPP, NOAA-20, and NOAA-21 satellites. The image is in inferno color scale. Yellow represents presence of more light; dark blue less lights. Observations may be obscured by total or partial cloud cover. Other factors such as snow reflectance, moon phase, wildfires, and wildfire smoke may distort light radiance and require further analysis when assessing power outages. Satellite/Sensor: Visible Infrared Imaging Radiometer Suite (VIIRS) Day/Night Band (DNB) onboard the Suomi National Polar-orbiting Platform (SNPP), NOAA-20, and NOAA-21 Resolution: 15 arc-seconds (~500 meters) Credits: NASA Black Marble Science team Please cite the following two references when using this data: Román MO, Stokes EC, Shrestha R, Wang Z, Schultz L, Carlo EA, Sun Q, Bell J, Molthan A, Kalb V, Ji C. Satellite-based assessment of electricity restoration efforts in Puerto Rico after Hurricane Maria. PloS one. 2019 Jun 28;14(6):e0218883. Román MO, Wang Z, Sun Q, Kalb V, Miller SD, Molthan A, Schultz L, Bell J, Stokes EC, Pandey B, Seto KC. NASA's Black Marble nighttime lights product suite. Remote Sensing of Environment. 2018 Jun 1;210:113-43. Point of Contact: Ranjay Shrestha NASA Goddard Space Flight Center E-mail: ranjay.m.shrestha@nasa.gov Additional Links: NASA’s Black Marble Product Suite Román, M.O. et al. (2019) Satellite-based assessment of electricity restoration efforts in Puerto Rico after Hurricane Maria. PLoS One, 14 (6). Román, M.O. et al. (2018) NASA’s Black Marble nighttime lights product suite. Remote Sensing of Environment. 210, 113–143. Service URL: See REST Endpoint on the right. WMS Endpoint: https://gis.earthdata.nasa.gov/portal/services/DISASTERS_EX2602_202405_FLOOD_BRAZIL/ex2602_blackmarble_brdf/ImageServer/WMSServer
uav imagery by Aleksander Gołaszewski, acquired 2026-06-18 to 2026-06-18, 5.0 cm per pixel, published on OpenAerialMap.
uav imagery by WebODM, acquired 2025-04-01 to 2025-04-01, 4.3 cm per pixel, published on OpenAerialMap.
satellite imagery by JONNATHAN NOGUEIRA, acquired 2026-02-11 to 2026-02-12, 1.9 cm per pixel, published on OpenAerialMap.