Citation:
Citation_Information:
Originator: Selena A. Johnson
Originator: Lauren T. Toth
Originator: Connor M. Jenkins
Originator: Erin O. Lyons
Publication_Date: 20250604
Title:
Diver-Based Structure-from-Motion imagery from coral reef restoration surveys in the Lower Florida Keys: July 2022 and July 2023
Geospatial_Data_Presentation_Form: raster digital data
Larger_Work_Citation:
Citation_Information:
Originator: Selena A. Johnson
Originator: Lauren T. Toth
Originator: Connor M. Jenkins
Originator: Erin O. Lyons
Publication_Date: 20250604
Title:
Diver-Based Structure-from-Motion Imagery From Coral Reef Restoration Surveys in the Lower Florida Keys: July 2022 and July 2023
Series_Information:
Series_Name: U.S. Geological Survey data release
Issue_Identification: doi:10.5066/P1WHKTRD
Publication_Information:
Publication_Place: St. Petersburg, Florida
Publisher:
U.S. Geological Survey - St. Petersburg Coastal and Marine Science Center
Online_Linkage: https://doi.org/10.5066/P1WHKTRD
Description:
Abstract:
During the summers of 2022 and 2023, U.S. Geological Survey (USGS) researchers conducted underwater surveys aimed at quantifying the impact that past coral restoration by Mote Marine Laboratory had on the reef-accretion process. The surveys were conducted along paired transects representing restored and non-restored areas of eight offshore reefs and three patch-reef sites in the Lower Florida Keys. At each location on each reef, USGS researchers collected images (39,480 images in total) that were used to generate structure-from-motion (SfM) products (point clouds, orthomosaics, and digital surface models), which were used to quantify percent cover of corals and other benthos and topographic complexity.
Purpose:
Image data were collected to produce SfM data products that were used to quantify percent cover and topographic complexity. These data are published in an accompanying data release by Toth and others (2025a). The percent cover and census-survey data were used in an associated study (Toth and others, 2025b) to quantify differences in carbonate budgets (gross carbonate production, bioerosion, and reef-accretion potential) between restored and non-restored areas of each reef. The structure-from-motion models were also used to quantify the impact of restoration on topographic complexity at the offshore sites by measuring the impact of digitally removing outplanted coral colonies.
Supplemental_Information:
Following USGS data management protocols, these data were assigned the following field activity numbers (FANs), 2022-324-FA, 2022-353-DD, and 2023-311-FA. Additional survey and data details are available on the Coastal and Marine Geoscience Data System (CMGDS) at
https://cmgds.marine.usgs.gov/.
Time_Period_of_Content:
Time_Period_Information:
Range_of_Dates/Times:
Beginning_Date: 20220711
Ending_Date: 20230718
Currentness_Reference: ground condition
Status:
Progress: Complete
Maintenance_and_Update_Frequency: None planned
Spatial_Domain:
Bounding_Coordinates:
West_Bounding_Coordinate: -81.8783
East_Bounding_Coordinate: -81.3626
North_Bounding_Coordinate: 24.6216
South_Bounding_Coordinate: 24.4517
Keywords:
Theme:
Theme_Keyword_Thesaurus: USGS Metadata Identifier
Theme_Keyword: USGS:0cb09b6b-7c38-4c6f-a1dc-afc4033ab4be
Theme:
Theme_Keyword_Thesaurus: ISO 19115 Topic Category
Theme_Keyword: structure
Theme_Keyword: biota
Theme_Keyword: elevation
Theme:
Theme_Keyword_Thesaurus: USGS Thesaurus
Theme_Keyword: coelenterates
Theme_Keyword: ecology
Theme_Keyword: ecological processes
Theme_Keyword: ecosystem monitoring
Theme_Keyword: ecosystem management
Theme_Keyword: erosion
Theme_Keyword: reef ecosystems
Theme_Keyword: remediation
Theme_Keyword: structure from motion
Theme_Keyword: image collections
Theme:
Theme_Keyword_Thesaurus: None
Theme_Keyword: Structure-from-Motion
Theme_Keyword: coral reefs
Theme_Keyword: restoration
Theme_Keyword: seafloor topography
Place:
Place_Keyword_Thesaurus: Geographic Names Information System (GNIS)
Place_Keyword: State of Florida
Place_Keyword: Florida Keys
Access_Constraints:
No access constraints. Please see 'Distribution Information' for details.
Use_Constraints:
These data are marked with a Creative Common CC0 1.0 Universal License. These data are in the public domain and do not have any use constraints. Users are advised to read the dataset's metadata thoroughly to understand appropriate use and data limitations.
Point_of_Contact:
Contact_Information:
Contact_Person_Primary:
Contact_Person: Selena A. Johnson
Contact_Organization: USGS - SOUTHEAST REGION
Contact_Position: Research Physical Scientist
Contact_Address:
Address_Type: mailing and physical
Address: St Petersburg Science Center,Studebaker Building
City: St. Petersburg
State_or_Province: FL
Postal_Code: 33701
Contact_Voice_Telephone: 727-502-8053
Contact_Electronic_Mail_Address: selenajohnson@usgs.gov
Data_Set_Credit:
The collection of these data were funded by the U.S. Geological Survey Coastal and Marine Hazards and Resources Program and a Mote Marine Laboratory Protect Our Reefs Grant.
Native_Data_Set_Environment:
Environment as of Metadata Creation: Microsoft Windows 11 Enterprise (version 23H2); Adobe Photoshop (version 25); ExifTool (version 12.5.10).
Cross_Reference:
Citation_Information:
Originator: Lauren T. Toth
Originator: Selena A. Johnson
Originator: Erin O. Lyons
Originator: Connor M. Jenkins
Originator: Anastasios Stathakopoulos
Originator: Sierra K. Bloomer
Originator: Jennifer Mallon
Originator: Ian Combs
Publication_Date: 20250604
Title:
Carbonate budgets, structure-from-motion products, and topographic complexity measurements from restored and non-restored areas of coral reefs in the Lower Florida Keys
Series_Information:
Series_Name: U.S. Geological Survey data release
Issue_Identification: doi:10.5066/P13HMEON
Publication_Information:
Publication_Place: St. Petersburg, FL
Publisher:
U.S. Geological Survey, St. Petersburg Coastal and Marine Science Center
Other_Citation_Details: Toth and others (2025a)
Online_Linkage: https://doi.org/10.5066/P13HMEON
Cross_Reference:
Citation_Information:
Originator: Lauren T. Toth
Originator: Selena A. Johnson
Originator: Erin O. Lyons
Originator: Jason Spadaro
Originator: Anastasios Stathakopoulos
Originator: Sierra K. Bloomer
Originator: Jennifer Mallon
Originator: Connor M. Jenkins
Originator: Sara D. Williams
Originator: Ian Combs
Originator: Zachary Craig
Originator: Erinn Muller
Publication_Date: 2025
Title:
Coral restoration can drive rapid increases in reef-accretion potential
Series_Information:
Series_Name: Scientific Reports
Issue_Identification: Unknown
Publication_Information:
Publication_Place: Online
Publisher: Springer Nature
Other_Citation_Details: 2025b
Online_Linkage: https://doi.org/10.1038/s41598-025-04818-3