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Structure-from-Motion photos and derived point clouds from bluffs in Miami Park, MI, July 19, 2021

Metadata Updated: January 8, 2026

Images were collected using a remotely piloted unoccupied aerial system over the bluffs of the eastern shore of Lake Michigan in Miami Park rural residential area, Allegan County, MI. Images were collected on July 19, 2021, by Richard Becker, University of Toledo, and cover an extent between south of Lakestone Dr. to the north, and south of A St. to the south. Images were collected to monitor active bluff erosion in the area. The images are presented here in zipped files grouped by type of collection, nadir and oblique. The images were collected in JPG format and include Exif metadata with GPS date, time, longitude and latitude, copyright, keywords, and other fields. These files were used in structure-from-motion (SfM) processing to obtain georeferenced 3D point data. The 3D derived data are in open source lidar data exchange las format and were created from the collected images using SfM photogrammetry 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 8, 2026
Metadata Updated Date January 8, 2026

Metadata Source

Harvested from DOI USGS DCAT-US

Additional Metadata

Resource Type Dataset
Metadata Created Date January 8, 2026
Metadata Updated Date January 8, 2026
Publisher U.S. Geological Survey
Maintainer
Identifier http://datainventory.doi.gov/id/dataset/USGS_625477b3d34e21f8276f4256
Data Last Modified 2022-04-25T00:00:00Z
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
Harvest Object Id ed2e2062-62a0-4a3f-84ac-dd383c1c725d
Harvest Source Id 2b80d118-ab3a-48ba-bd93-996bbacefac2
Harvest Source Title DOI USGS DCAT-US
Metadata Type geospatial
Old Spatial -86.257183, 42.456026, -86.249624, 42.476019
Source Datajson Identifier True
Source Hash 34098751806e9f8ca2603ea23f7b441917b6f6981bee567ec01b3b4770c4a899
Source Schema Version 1.1
Spatial {"type": "Polygon", "coordinates": -86.257183, 42.456026, -86.257183, 42.476019, -86.249624, 42.476019, -86.249624, 42.456026, -86.257183, 42.456026}

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