92 datasets found
  1. World Imagery

    • cacgeoportal.com
    • inspiracie.arcgeo.sk
    • +11more
    Updated Dec 12, 2009
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    Esri (2009). World Imagery [Dataset]. https://www.cacgeoportal.com/maps/10df2279f9684e4a9f6a7f08febac2a9
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    Dataset updated
    Dec 12, 2009
    Dataset authored and provided by
    Esrihttp://esri.com/
    Area covered
    World,
    Description

    World Imagery provides one meter or better satellite and aerial imagery for most of the world’s landmass and lower resolution satellite imagery worldwide. The map is currently comprised of the following sources:Worldwide 15-m resolution TerraColor imagery at small and medium map scales.Maxar imagery basemap products around the world: Vivid Premium at 15-cm HD resolution for select metropolitan areas, Vivid Advanced 30-cm HD for more than 1,000 metropolitan areas, and Vivid Standard from 1.2-m to 0.6-cm resolution for the most of the world, with 30-cm HD across the United States and parts of Western Europe. More information on the Maxar products is included below. High-resolution aerial photography contributed by the GIS User Community. This imagery ranges from 30-cm to 3-cm resolution. You can contribute your imagery to this map and have it served by Esri via the Community Maps Program.Maxar Basemap ProductsVivid PremiumProvides committed image currency in a high-resolution, high-quality image layer over defined metropolitan and high-interest areas across the globe. The product provides 15-cm HD resolution imagery.Vivid AdvancedProvides committed image currency in a high-resolution, high-quality image layer over defined metropolitan and high-interest areas across the globe. The product includes a mix of native 30-cm and 30-cm HD resolution imagery.Vivid StandardProvides a visually consistent and continuous image layer over large areas through advanced image mosaicking techniques, including tonal balancing and seamline blending across thousands of image strips. Available from 1.2-m down to 30-cm HD. More on Maxar HD.Updates and CoverageYou can use the World Imagery Updates app to learn more about recent updates and map coverage.CitationsThis layer includes imagery provider, collection date, resolution, accuracy, and source of the imagery. With the Identify tool in ArcGIS Desktop or the ArcGIS Online Map Viewer you can see imagery citations. Citations returned apply only to the available imagery at that location and scale. You may need to zoom in to view the best available imagery. Citations can also be accessed in the World Imagery with Metadata web map.UseYou can add this layer to the ArcGIS Online Map Viewer, ArcGIS Desktop, or ArcGIS Pro. To view this layer with a useful reference overlay, open the Imagery Hybrid web map.FeedbackHave you ever seen a problem in the Esri World Imagery Map that you wanted to report? You can use the Imagery Map Feedback web map to provide comments on issues. The feedback will be reviewed by the ArcGIS Online team and considered for one of our updates.

  2. Global commercial satellite imagery data 2022, by spatial resolution

    • statista.com
    Updated Mar 4, 2022
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    Statista (2022). Global commercial satellite imagery data 2022, by spatial resolution [Dataset]. https://www.statista.com/statistics/1293723/commercial-satellite-imagery-resolution-worldwide/
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    Dataset updated
    Mar 4, 2022
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2022
    Area covered
    World
    Description

    Satellite images are essentially the eyes in the sky. Some of the recent satellites, such as WorldView-3, provide images with a spatial resolution of 0.3 meters. This satellite with a revisit time of under 24 hours can scan a new image of the exact location with every revisit.

    Spatial resolution explained Spatial resolution is the size of the physical dimension that can be represented on a pixel of the image. Or in other words, spatial resolution is a measure of the smallest object that the sensor can resolve measured in meters. Generally, spatial resolution can be divided into three categories:

    – Low resolution: over 60m/pixel. (useful for regional perspectives such as monitoring larger forest areas)

    – Medium resolution: 10‒30m/pixel. (Useful for monitoring crop fields or smaller forest patches)

    – High to very high resolution: 0.30‒5m/pixel. (Useful for monitoring smaller objects like buildings, narrow streets, or vehicles)

    Based on the application of the imagery for the final product, a choice can be made on the resolution, as labor intensity from person-hours to computing power required increases with the resolution of the imagery.

  3. d

    2023 Aerial Imagery

    • catalog.data.gov
    • data.tempe.gov
    • +8more
    Updated Jan 17, 2025
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    City of Tempe (2025). 2023 Aerial Imagery [Dataset]. https://catalog.data.gov/dataset/satellite-imagery-2023
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    Dataset updated
    Jan 17, 2025
    Dataset provided by
    City of Tempe
    Description

    This REST Service provides cached satellite imagery for the City of Tempe. Imagery was flown in late 2022 and early 2023.

  4. LINZ Aerial Imagery Basemap - Web Mercator

    • opendata.rcmrd.org
    • anrgeodata.vermont.gov
    • +1more
    Updated Jun 10, 2021
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    Land Information New Zealand (2021). LINZ Aerial Imagery Basemap - Web Mercator [Dataset]. https://opendata.rcmrd.org/maps/850d6096d89b48228a0638842fa3801c
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    Dataset updated
    Jun 10, 2021
    Dataset authored and provided by
    Land Information New Zealandhttps://www.linz.govt.nz/
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    South Pacific Ocean, Pacific Ocean
    Description

    An aerial imagery basemap of New Zealand in Web Mercator (WGS 1984) using the latest quality data from Land Information New Zealand.Add the map service directly to your ArcGIS Online map, or copy the Web Map Tile Service (WMTS) URL below for use in the desktop.This basemap is also available in NZTM from: https://linz.maps.arcgis.com/home/item.html?id=39cf07ebf8a2413696d8fd4d80570b84 The LINZ Aerial Imagery Basemap details New Zealand in high resolution - from a nationwide view all the way down to individual buildings.This basemap combines the latest high-resolution aerial imagery down to 5cm in urban areas and 10m satellite imagery to provide full coverage of mainland New Zealand, Chathams and other offshore islands.LINZ Basemaps are powered by data from the LINZ Data Service and other authoritative open data sources, providing you with a basemap that is free to use under an open licence.A XYZ tile API (Web Mercator only) is also available for use in web and mobile applications.See more information or provide your feedback at https://basemaps.linz.govt.nz/.For attribution requirements and data sources see: https://www.linz.govt.nz/data/linz-data/linz-basemaps/data-attribution.

  5. Global commercial satellite imagery data cost 2022, by cost per square...

    • statista.com
    Updated Jul 12, 2022
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    Statista (2022). Global commercial satellite imagery data cost 2022, by cost per square kilometer [Dataset]. https://www.statista.com/statistics/1293877/commercial-satellite-imagery-cost-worldwide/
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    Dataset updated
    Jul 12, 2022
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2022
    Area covered
    World
    Description

    The cost of acquiring a satellite data was highest for the images from the GeoEye-1 satellite at 25 U.S. dollars per square kilometer of the image. Most of the satellite data have a minimum order quantities based on the company and the cost depends mostly on the spatial resolution of the satellite image.

    Most of the satellites are commercially owned and provide users with data as an end product based on the requirement. Processing smaller patches of the raw images obtained from a satellite to an end product are not profitable. Hence, there is a minimum order limit of 25 to 50 square kilometers based on the requested product.

  6. d

    Aerial Imagery Collection Extents - Dataset - data.govt.nz - discover and...

    • catalogue.data.govt.nz
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    Aerial Imagery Collection Extents - Dataset - data.govt.nz - discover and use data [Dataset]. https://catalogue.data.govt.nz/dataset/aerial-imagery-collection-extents4
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    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Extents for the latest and historic aerial imagery collections on Canterbury Maps. This includes the extents for aerial imagery captured during historic events.Where can I find the imagery?You can find these imagery collections in the basemap in the Canterbury Maps Maps Viewer, add them to the map viewer via the add data widget or use the imagery slider on Property Search.Where can I download these images?For recent imagery collections please visit the Canterbury Maps Aerial Imagery help page.For historical imagery collections, please visit the Historic Imagery Collections (HIR) or visit RetroLens. You may also find additional images in RetroLens which are not available on Canterbury Maps.How do I find imagery extents for a collection or year?Filter by Year or Collection to find extents of historical imagery collections.Where to find Latest Imagery Extents?For more information and accurate extents of the latest imagery collection please visit the Latest Imagery Extents layer.

  7. World Imagery (Wayback 2022-07-21)

    • anrgeodata.vermont.gov
    • data-smpdc.opendata.arcgis.com
    Updated Jul 20, 2022
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    Esri (2022). World Imagery (Wayback 2022-07-21) [Dataset]. https://anrgeodata.vermont.gov/maps/8dcb11bfabb2493b893e5be933fcea3d
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    Dataset updated
    Jul 20, 2022
    Dataset authored and provided by
    Esrihttp://esri.com/
    Area covered
    Ross Sea, Bering Sea, Pacific Ocean, North Pacific Ocean, Proliv Longa, South Pacific Ocean, Proliv Longa, Arctic Ocean
    Description

    Wayback is a digital archive, providing users with access to the different versions of World Imagery created over time. Each layer in the archive represents a snapshot of the entire World Imagery map, as it existed on the date it was published. This Wayback layer is the July 21, 2022 version of World Imagery. See World Imagery (Wayback 2022-07-21) Metadata for detailed information about each image source in this layer.World Imagery provides one meter or better satellite and aerial imagery for much of the world, and lower resolution satellite imagery worldwide. As World Imagery is updated with more current imagery, new versions of the map are published. When and where updates occur, the previous imagery is replaced and is no longer visible. For many use cases, the new imagery is more desirable and typically preferred. Other times, however, the previous imagery may support use cases that the new imagery does not. In these cases, a user may need to access a previous version of World Imagery.Wayback currently provides access to all published versions of World Imagery, dating back to February 20, 2014. There is an ArcGIS Online item for every version which can be viewed in the Wayback Imagery group.

  8. World Imagery

    • pacificgeoportal.com
    • inspiracie.arcgeo.sk
    • +11more
    Updated Dec 12, 2009
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    Esri (2009). World Imagery [Dataset]. https://www.pacificgeoportal.com/datasets/10df2279f9684e4a9f6a7f08febac2a9
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    Dataset updated
    Dec 12, 2009
    Dataset authored and provided by
    Esrihttp://esri.com/
    Area covered
    Ross Sea, Bering Sea, Pacific Ocean, North Pacific Ocean, Proliv Longa, South Pacific Ocean, Proliv Longa, Arctic Ocean
    Description

    World Imagery provides one meter or better satellite and aerial imagery in many parts of the world and lower resolution satellite imagery worldwide. The map includes 15m TerraColor imagery at small and mid-scales (~1:591M down to ~1:288k) for the world. The map features Maxar imagery at 0.3m resolution for select metropolitan areas around the world, 0.5m resolution across the United States and parts of Western Europe, and 1m resolution imagery across the rest of the world. In addition to commercial sources, the World Imagery map features high-resolution aerial photography contributed by the GIS User Community. This imagery ranges from 0.3m to 0.03m resolution (down to ~1:280 in select communities). For more information on this map, including the terms of use, visit us online at https://goto.arcgisonline.com/maps/World_Imagery

  9. n

    Declassified Satellite Imagery 2 (2002)

    • cmr.earthdata.nasa.gov
    • data.nasa.gov
    • +2more
    Updated Jan 29, 2016
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    (2016). Declassified Satellite Imagery 2 (2002) [Dataset]. https://cmr.earthdata.nasa.gov/search/concepts/C1220567575-USGS_LTA.html
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    Dataset updated
    Jan 29, 2016
    Time period covered
    Jan 1, 1970 - Present
    Area covered
    Earth
    Description

    Declassified satellite images provide an important worldwide record of land-surface change. With the success of the first release of classified satellite photography in 1995, images from U.S. military intelligence satellites KH-7 and KH-9 were declassified in accordance with Executive Order 12951 in 2002. The data were originally used for cartographic information and reconnaissance for U.S. intelligence agencies. Since the images could be of historical value for global change research and were no longer critical to national security, the collection was made available to the public.

    Keyhole (KH) satellite systems KH-7 and KH-9 acquired photographs of the Earth’s surface with a telescopic camera system and transported the exposed film through the use of recovery capsules. The capsules or buckets were de-orbited and retrieved by aircraft while the capsules parachuted to earth. The exposed film was developed and the images were analyzed for a range of military applications.

    The KH-7 surveillance system was a high resolution imaging system that was operational from July 1963 to June 1967. Approximately 18,000 black-and-white images and 230 color images are available from the 38 missions flown during this program. Key features for this program were larger area of coverage and improved ground resolution. The cameras acquired imagery in continuous lengthwise sweeps of the terrain. KH-7 images are 9 inches wide, vary in length from 4 inches to 500 feet long, and have a resolution of 2 to 4 feet.

    The KH-9 mapping program was operational from March 1973 to October 1980 and was designed to support mapping requirements and exact positioning of geographical points for the military. This was accomplished by using image overlap for stereo coverage and by using a camera system with a reseau grid to correct image distortion. The KH-9 framing cameras produced 9 x 18 inch imagery at a resolution of 20-30 feet. Approximately 29,000 mapping images were acquired from 12 missions.

    The original film sources are maintained by the National Archives and Records Administration (NARA). Duplicate film sources held in the USGS EROS Center archive are used to produce digital copies of the imagery.

  10. Imagery

    • data.openlaredo.com
    • noveladata.com
    • +32more
    html
    Updated Sep 21, 2021
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    GIS Portal (2021). Imagery [Dataset]. https://data.openlaredo.com/dataset/imagery
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    htmlAvailable download formats
    Dataset updated
    Sep 21, 2021
    Dataset provided by
    Esrihttp://esri.com/
    Authors
    GIS Portal
    Description

    This map features satellite imagery for the world and high-resolution aerial imagery for many areas. The map is intended to support the ArcGIS Online basemap gallery. For more details on the map, please visit the World Imagery map service description.

  11. D

    Imagery-Satellite-SPOT 2010-2015

    • data.nsw.gov.au
    pdf
    Updated May 21, 2024
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    NSW Department of Climate Change, Energy, the Environment and Water (2024). Imagery-Satellite-SPOT 2010-2015 [Dataset]. https://data.nsw.gov.au/data/dataset/spot-mosaic-nsw-2010_2015a
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    pdfAvailable download formats
    Dataset updated
    May 21, 2024
    Dataset provided by
    Department of Climate Change, Energy, the Environment and Water of New South Waleshttps://www.nsw.gov.au/departments-and-agencies/dcceew
    Description

    The NSW SPOT 5 imagery product is a state-wide satellite imagery product provided by the Remote Sensing and Regulatory Mapping team of NSW Government. Capture dates for imagery products for 2010-2015 are;

    • 2015 - September 2014 through to March 2015

    • 2014 - October 2013 through to August 2014

    • 2013 - January 2012 through to July 2013

    • 2012 - January 2011 through to July 2012

    • 2011 - November 2010 through to July 2011

    • 2010 - October 2009 through to August 2010

    The imagery scenes used to create the NSW mosaic includes Lord Howe Island. This imagery data sets for 2010-2012 have been supplied by SPOT imaging and processing done by GeoImage Pty Ltd. Imagery for 2013-2015 has been supplied by Astrium/Airbus and processed by GeoImage Pty Ltd.

    SPOT imagery products offer high resolution over broad areas using the SPOT 5 satellites. A SPOT satellite acquisition covers large areas in a single pass at resolutions up to 2.5m. Such precise coverage is ideal for applications at national and regional scales from 1:250,000 to 1:15,000.

    Data products supplied for all of NSW are:

    1. State-wide mosaic

    2. Reflectance scenes

    3. Panchromatic scenes

    The statewide mosaic is provided as a Red Green Blue (RGB) band combination; contrast enhanced lossless 8-bit JPEG2000 file.

    The NSW mosaic is available from internal DPE APOLLO Image Webserver for DCCEEW employees.

    The rectified reflectance and panchromatic scenes are available for download from JDAP.

    Contact spatial.imagery@environment.nsw.gov.au for further information or to request access to JDAP

    “Includes material © CNES 2010, 2011 & 2012, Distribution Astrium Services / Spot Image S.A., France, all rights reserved”

    These image products are only available to other NSW Government agencies upon request.

  12. Farm Service Agency Aerial Photography Imagery Products and Programs

    • agdatacommons.nal.usda.gov
    bin
    Updated Nov 30, 2023
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    USDA Farm Service Agency (2023). Farm Service Agency Aerial Photography Imagery Products and Programs [Dataset]. https://agdatacommons.nal.usda.gov/articles/dataset/Farm_Service_Agency_Aerial_Photography_Imagery_Products_and_Programs/24661872
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    binAvailable download formats
    Dataset updated
    Nov 30, 2023
    Dataset provided by
    Farm Service Agencyhttps://www.fsa.usda.gov/
    United States Department of Agriculturehttp://usda.gov/
    Authors
    USDA Farm Service Agency
    License

    U.S. Government Workshttps://www.usa.gov/government-works
    License information was derived automatically

    Description

    APFO is home to one of the country's largest aerial film libraries. We currently house more than 70,000 rolls of film (10 million plus images). Our film dates from 1955 to the present. We have coverage of most of the United States and its territories. Historic aerial images play a more vital role today than ever before with environmental assessments, change detection, and property boundary disputes. Over the years, APFO (Aerial Photography Field Office) joined with other federal agencies in cooperative photography programs. The latest program is the National Agriculture Imagery Program (NAIP). APFO now provides NAIP digital imagery to the USDA Service Center Agencies that utilize Geographic Information Systems (GIS) as the method for administering federal farm programs. GIS streamlines daily operation and facilitates updates of vital information which also helps support our nation's farmers and ranchers. The files for locating available aerial imagery include a comprehensive PDF file of all states, Forest Service PDF file, Alpha FIPS PDF file, ability to search for a particular state and county, APFO Historical Availability of Imagery, and ArcGIS Historical Availability of Imagery interactive map. Resources in this dataset:Resource Title: Imagery Catalogs. File Name: Web Page, url: https://www.fpacbc.usda.gov/geo/customer-service/imagery-catalogs/index.html

  13. Historical Aerial Photography Information Hub

    • researchdata.edu.au
    • ecat.ga.gov.au
    Updated Mar 21, 2021
    + more versions
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    Geoscience Australia (2021). Historical Aerial Photography Information Hub [Dataset]. https://researchdata.edu.au/historical-aerial-photography-information-hub/3403674
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    Dataset updated
    Mar 21, 2021
    Dataset provided by
    Geoscience Australiahttp://ga.gov.au/
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 1928 - Dec 31, 1996
    Area covered
    Description

    This Hub contains information, resources and discovery of Commonwealth Historical Aerial Photography across Australia. Geoscience Australia has developed the Historical Aerial Photography (HAP) collection in an online data delivery system. Using the application, uses can search and download the commonwealth photography collection for free. The hub demonstrates the breadth of the collection and showcases the efforts in collecting and curating an extensive physical collection of film and documents.

    Geoscience Australia has the most extensive historical aerial photography collection in terms of land coverage and time (from 1928-1996). This online catalogue provides means of easy search of the collection records. The mapping system allows users to understand what information is available and, if digitised, to preview and download the image data.

    The application contains a map which users can search areas, current location or an area of interest, as well as customize the search criteria (date range, film number etc). The search results list the available aerial photography or flight line diagram, and if is available for direct download for free.

  14. 75m Resolution Metadata

    • inspiracie.arcgeo.sk
    • gis-for-secondary-schools-schools-be.hub.arcgis.com
    Updated Dec 12, 2009
    + more versions
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    Esri (2009). 75m Resolution Metadata [Dataset]. https://inspiracie.arcgeo.sk/datasets/esri::75m-resolution-metadata-114/about
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    Dataset updated
    Dec 12, 2009
    Dataset authored and provided by
    Esrihttp://esri.com/
    Area covered
    Description

    World Imagery provides one meter or better satellite and aerial imagery for most of the world’s landmass and lower resolution satellite imagery worldwide. The map is currently comprised of the following sources:Worldwide 15-m resolution TerraColor imagery at small and medium map scales.Maxar imagery basemap products around the world: Vivid Premium at 15-cm HD resolution for select metropolitan areas, Vivid Advanced 30-cm HD for more than 1,000 metropolitan areas, and Vivid Standard from 1.2-m to 0.6-cm resolution for the most of the world, with 30-cm HD across the United States and parts of Western Europe. More information on the Maxar products is included below. High-resolution aerial photography contributed by the GIS User Community. This imagery ranges from 30-cm to 3-cm resolution. You can contribute your imagery to this map and have it served by Esri via the Community Maps Program.Maxar Basemap ProductsVivid PremiumProvides committed image currency in a high-resolution, high-quality image layer over defined metropolitan and high-interest areas across the globe. The product provides 15-cm HD resolution imagery.Vivid AdvancedProvides committed image currency in a high-resolution, high-quality image layer over defined metropolitan and high-interest areas across the globe. The product includes a mix of native 30-cm and 30-cm HD resolution imagery.Vivid StandardProvides a visually consistent and continuous image layer over large areas through advanced image mosaicking techniques, including tonal balancing and seamline blending across thousands of image strips. Available from 1.2-m down to 30-cm HD. More on Maxar HD.Updates and CoverageYou can use the World Imagery Updates app to learn more about recent updates and map coverage.CitationsThis layer includes imagery provider, collection date, resolution, accuracy, and source of the imagery. With the Identify tool in ArcGIS Desktop or the ArcGIS Online Map Viewer you can see imagery citations. Citations returned apply only to the available imagery at that location and scale. You may need to zoom in to view the best available imagery. Citations can also be accessed in the World Imagery with Metadata web map.UseYou can add this layer to the ArcGIS Online Map Viewer, ArcGIS Desktop, or ArcGIS Pro. To view this layer with a useful reference overlay, open the Imagery Hybrid web map.FeedbackHave you ever seen a problem in the Esri World Imagery Map that you wanted to report? You can use the Imagery Map Feedback web map to provide comments on issues. The feedback will be reviewed by the ArcGIS Online team and considered for one of our updates.

  15. Imagery with Metadata

    • esriaustraliahub.com.au
    • national-government.esrij.com
    • +2more
    Updated Apr 3, 2011
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    Esri (2011). Imagery with Metadata [Dataset]. https://www.esriaustraliahub.com.au/maps/c03a526d94704bfb839445e80de95495
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    Dataset updated
    Apr 3, 2011
    Dataset authored and provided by
    Esrihttp://esri.com/
    Area covered
    Description

    World Imagery provides one meter or better satellite and aerial imagery in many parts of the world and lower resolution satellite imagery worldwide. The map includes 15m TerraColor imagery at small and mid-scales (~1:591M down to ~1:72k) and 2.5m SPOT Imagery (~1:288k to ~1:72k) for the world. The map features 0.5m resolution imagery in the continental United States and parts of Western Europe from Maxar. Additional Maxar sub-meter imagery is featured in many parts of the world. In the United States, 1 meter or better resolution NAIP imagery is available in some areas. In other parts of the world, imagery at different resolutions has been contributed by the GIS User Community. In select communities, very high resolution imagery (down to 0.03m) is available down to ~1:280 scale. You can contribute your imagery to this map and have it served by Esri via the Community Maps Program. View the list of Contributors for the World Imagery Map.See World Imagery for more information on this map.Metadata: Point and click on the map to see the resolution, collection date, and source of the imagery. Values of "99999" mean that metadata is not available for that field. The metadata applies only to the best available imagery at that location. You may need to zoom in to view the best available imagery.Feedback: Have you ever seen a problem in the Esri World Imagery Map that you wanted to see fixed? You can use the Imagery Map Feedback web map to provide feedback on issues or errors that you see. The feedback will be reviewed by the ArcGIS Online team and considered for one of our updates.

  16. Data from: Aerial Imagery-Based Building Footprint Detection with an...

    • ckan.americaview.org
    • data.amerigeoss.org
    Updated Aug 7, 2023
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    ckan.americaview.org (2023). Aerial Imagery-Based Building Footprint Detection with an Integrated Deep Learning Framework: Applications for Fine Scale Wildland–Urban Interface Mapping [Dataset]. https://ckan.americaview.org/dataset/aerial-imagery-based-building-footprint-detection
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    Dataset updated
    Aug 7, 2023
    Dataset provided by
    CKANhttps://ckan.org/
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Human encroachment into wildlands has resulted in a rapid increase in wildland–urban interface (WUI) expansion, exposing more buildings and population to wildfire risks. More frequent mapping of structures and WUIs at a finer spatial resolution is needed for WUI characterization and hazard assessment. However, most approaches rely on high-resolution commercial satellite data with a particular focus on urban areas. We developed a deep learning framework tailored for building footprint detection in the transitional wildland–urban areas. We leveraged meter scale aerial imageries publicly available from the National Agriculture Imagery Program (NAIP) every 2 years. Our approach integrated Mobile-UNet and generative adversarial network. The deep learning models trained over three counties in California performed well in detecting building footprints across diverse landscapes, with an F1 score of 0.62, 0.67, and 0.75 in the interface WUI, intermix WUI, and rural regions, respectively. The bi-annual mapping captured both housing expansion and wildfire-caused building damages. The 30 m WUI maps generated from these finer footprints showed more granularity than the existing census tract-based maps and captured the transition of WUI dynamics well. More frequent updates of building footprint and improved WUI mapping will improve our understanding of WUI dynamics and provide guidance for adaptive strategies on community planning and wildfire hazard reduction.

  17. KSA Satellite Imagery Services Market Size & Share Analysis - Industry...

    • mordorintelligence.com
    pdf,excel,csv,ppt
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    Mordor Intelligence, KSA Satellite Imagery Services Market Size & Share Analysis - Industry Research Report - Growth Trends [Dataset]. https://www.mordorintelligence.com/industry-reports/ksa-satellite-imagery-services-market
    Explore at:
    pdf,excel,csv,pptAvailable download formats
    Dataset authored and provided by
    Mordor Intelligence
    License

    https://www.mordorintelligence.com/privacy-policyhttps://www.mordorintelligence.com/privacy-policy

    Time period covered
    2019 - 2030
    Area covered
    Saudi Arabia
    Description

    The KSA Satellite Imagery Services Market is Segmented by Application (Geospatial Data Acquisition and Mapping, Natural Resource Management, Surveillance and Security, Conservation and Research, Disaster Management, and Intelligence), by End-User (Government, Construction, Transportation and Logistics, Military and Defense, Forestry, and Agriculture, and Other End Users). The Market Sizes and Forecasts are Provided in Terms of Value USD for all the Above Segments.

  18. World Imagery (WGS84)

    • geoportal-pacificcore.hub.arcgis.com
    • ai-climate-hackathon-global-community.hub.arcgis.com
    • +1more
    Updated Jun 13, 2016
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    Esri (2016). World Imagery (WGS84) [Dataset]. https://geoportal-pacificcore.hub.arcgis.com/maps/898f58f2ee824b3c97bae0698563a4b3
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    Dataset updated
    Jun 13, 2016
    Dataset authored and provided by
    Esrihttp://esri.com/
    Area covered
    Pacific Ocean, South Pacific Ocean
    Description

    World Imagery provides one meter or better satellite and aerial imagery in many parts of the world and lower resolution satellite imagery worldwide. The map includes 15-meter TerraColor imagery at small and mid-scales (~1:591M down to ~1:288k) for the world. The map features Maxar imagery at 0.3-meter resolution for select metropolitan areas around the world, 0.5-meter resolution across the United States and parts of Western Europe, and 0.6-meter resolution imagery across the rest of the world. In addition to commercial sources, the World Imagery map features high-resolution aerial photography contributed by the GIS User Community. This imagery ranges from 0.3-meter to 0.03-meter resolution, down to ~1:280 in select communities. You can contribute your imagery to this map and have it served by Esri via the Community Maps Program.Updates and CoverageYou can use the World Imagery Updates app to learn more about recent updates and map coverage.UseYou can add this layer to the ArcGIS Online Map Viewer, ArcGIS Desktop, or ArcGIS Pro. To view this layer with a useful reference overlay, open the Imagery Hybrid (WGS84) web map.FeedbackHave you ever seen a problem in the Esri World Imagery Map that you wanted to report? You can use the Imagery Map Feedback web map to provide comments on issues. The feedback will be reviewed by the ArcGIS Online team and considered for one of our updates.Precise Tile RegistrationThe World Imagery map uses the improved tiling scheme “WGS84 Geographic, Version 2” to ensure proper tile positioning at higher resolutions (neighborhood level and beyond). The new tiling scheme is much more precise than tiling schemes of the legacy basemaps Esri released years ago. We recommend that you start using this new basemap for any new web maps in WGS84 that you plan to author. Due to the number of differences between the old and new tiling schemes, some web clients will not be able to overlay tile layers in the old and new tiling schemes in one web map.

  19. m

    2019 Aerial Imagery

    • data.melbourne.vic.gov.au
    Updated Dec 2, 2019
    + more versions
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    (2019). 2019 Aerial Imagery [Dataset]. https://data.melbourne.vic.gov.au/explore/dataset/2019-aerial-imagery/
    Explore at:
    Dataset updated
    Dec 2, 2019
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    This dataset contains an aerial image mosaic of the City of Melbourne municipal area. This image provies a 'top down' view of the city and is availible for download in a georeferenced format.

    Capture Information - Capture Date: 2nd/3rd February 2019 - Capture Pixel Size: 5cm - Map Projection: MGA Zone 55 (MGA55)

    Additional technical information: ArborCarbon collected the aerial image using the ArborCam, a unique 11-band airborne multispectral camera system optimized for the accurate detection of vegetation and subtle changes in vegetation condition. ArborCarbon have created this seamless 5cm pixel resolution RGB mosaic co-registered to the 4-band image.

    The multispectral imagery was acquired at 8,000ft above ground level over the City of Melbourne under cloudless conditions between 09:45 and 12:45 on 2nd and 3rd February 2019. Imagery was acquired with the ArborCam system with a ground sample distance (GSD) ranging from 6 cm/pixel to 25 cm/pixel dependent on the band.Preview Image:See an example image showing the data quality of the aerial.Download:Download the aerial image as a ecw file (6GB)

  20. ASEAN Satellite Imagery Services Market Size & Share Analysis - Industry...

    • mordorintelligence.com
    pdf,excel,csv,ppt
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    Mordor Intelligence, ASEAN Satellite Imagery Services Market Size & Share Analysis - Industry Research Report - Growth Trends [Dataset]. https://www.mordorintelligence.com/industry-reports/asean-satellite-imagery-services-market
    Explore at:
    pdf,excel,csv,pptAvailable download formats
    Dataset authored and provided by
    Mordor Intelligence
    License

    https://www.mordorintelligence.com/privacy-policyhttps://www.mordorintelligence.com/privacy-policy

    Time period covered
    2019 - 2030
    Area covered
    South East Asia
    Description

    The ASEAN Satellite Imagery Services Market is Segmented by Application (geospatial Data Acquisition and Mapping, Natural Resource Management, Surveillance and Security, Conservation and Research, Disaster Management, and Intelligence), End-User (government, Construction, Transportation and Logistics, Military and Defense, Forestry and Agriculture, and Other End-Users), and Country (Singapore, Malaysia, Thailand, Indonesia, Vietnam, and Rest of ASEAN). The Market Size and Forecasts are Provided in Terms of Value in USD for all the Above Segments.

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Esri (2009). World Imagery [Dataset]. https://www.cacgeoportal.com/maps/10df2279f9684e4a9f6a7f08febac2a9
Organization logo

World Imagery

Explore at:
Dataset updated
Dec 12, 2009
Dataset authored and provided by
Esrihttp://esri.com/
Area covered
World,
Description

World Imagery provides one meter or better satellite and aerial imagery for most of the world’s landmass and lower resolution satellite imagery worldwide. The map is currently comprised of the following sources:Worldwide 15-m resolution TerraColor imagery at small and medium map scales.Maxar imagery basemap products around the world: Vivid Premium at 15-cm HD resolution for select metropolitan areas, Vivid Advanced 30-cm HD for more than 1,000 metropolitan areas, and Vivid Standard from 1.2-m to 0.6-cm resolution for the most of the world, with 30-cm HD across the United States and parts of Western Europe. More information on the Maxar products is included below. High-resolution aerial photography contributed by the GIS User Community. This imagery ranges from 30-cm to 3-cm resolution. You can contribute your imagery to this map and have it served by Esri via the Community Maps Program.Maxar Basemap ProductsVivid PremiumProvides committed image currency in a high-resolution, high-quality image layer over defined metropolitan and high-interest areas across the globe. The product provides 15-cm HD resolution imagery.Vivid AdvancedProvides committed image currency in a high-resolution, high-quality image layer over defined metropolitan and high-interest areas across the globe. The product includes a mix of native 30-cm and 30-cm HD resolution imagery.Vivid StandardProvides a visually consistent and continuous image layer over large areas through advanced image mosaicking techniques, including tonal balancing and seamline blending across thousands of image strips. Available from 1.2-m down to 30-cm HD. More on Maxar HD.Updates and CoverageYou can use the World Imagery Updates app to learn more about recent updates and map coverage.CitationsThis layer includes imagery provider, collection date, resolution, accuracy, and source of the imagery. With the Identify tool in ArcGIS Desktop or the ArcGIS Online Map Viewer you can see imagery citations. Citations returned apply only to the available imagery at that location and scale. You may need to zoom in to view the best available imagery. Citations can also be accessed in the World Imagery with Metadata web map.UseYou can add this layer to the ArcGIS Online Map Viewer, ArcGIS Desktop, or ArcGIS Pro. To view this layer with a useful reference overlay, open the Imagery Hybrid web map.FeedbackHave you ever seen a problem in the Esri World Imagery Map that you wanted to report? You can use the Imagery Map Feedback web map to provide comments on issues. The feedback will be reviewed by the ArcGIS Online team and considered for one of our updates.

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