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    • Structure-from-Motion point clouds from Miami Park surveys, MI, 2019

    Metadata Updated: January 21, 2026

    Structure-from-Motion (SfM) point clouds were created from images collected using an unmanned aerial system over the bluffs of the eastern shore of Lake Michigan in Miami Park rural residential area. Images were collected in four separate instances on July 9, August 10, September 1, and October 18, 2019 and cover similar extent. The images were collected in jpg format and include Exif metadata with GPS date, time, and latitude and longitude, copyright, keywords, and other fields. Point clouds were created from the collected images using SfM photogrammetric software.

    Access & Use Information

    Public: This dataset is intended for public access and use. License: No license information was provided. If this work was prepared by an officer or employee of the United States government as part of that person's official duties it is considered a U.S. Government Work.

    Downloads & Resources

    Dates

    Metadata Created Date January 13, 2026
    Metadata Updated Date January 21, 2026

    Metadata Source

    Harvested from DOI USGS DCAT-US

    Other Data Resources

    Additional Metadata

    Resource Type Dataset
    Metadata Created Date January 13, 2026
    Metadata Updated Date January 21, 2026
    Publisher U.S. Geological Survey
    Maintainer
    Identifier http://datainventory.doi.gov/id/dataset/USGS_5f62313482ce38aaa2360cac
    Data Last Modified 2020-10-26T00:00:00Z
    Category geospatial
    Public Access Level public
    Bureau Code 010:12
    Metadata Context https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld
    Metadata Catalog ID https://ddi.doi.gov/usgs-data.json
    Schema Version https://project-open-data.cio.gov/v1.1/schema
    Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
    Datagov Dedupe Retained 20260120204141
    Harvest Object Id d1194d33-d325-446e-9b91-294317373087
    Harvest Source Id 2b80d118-ab3a-48ba-bd93-996bbacefac2
    Harvest Source Title DOI USGS DCAT-US
    Metadata Type geospatial
    Old Spatial {"type": "Polygon", "coordinates": -86.256100, 42.459400, -86.256100, 42.472800, -86.250200, 42.472800, -86.250200, 42.459400, -86.256100, 42.459400}
    Source Datajson Identifier True
    Source Hash 938336c693aee42f95326c30d278441cbc71843c9f034e4986a7803305c42dc5
    Source Schema Version 1.1
    Spatial {"type": "Polygon", "coordinates": -86.256100, 42.459400, -86.256100, 42.472800, -86.250200, 42.472800, -86.250200, 42.459400, -86.256100, 42.459400}

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