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Benthic cover and other related datasets derived from Structure-from-Motion (SfM) imagery of coral reef ecosystems in Pacific Islands Regions
Published by NOAA National Centers for Environmental Information
|
National Oceanic and Atmospheric Administration, Department of Commerce
| Metadata Last Checked: October 04, 2025
| Last Modified: 2025-09-16T00:00:00.000+00:00
This collection includes various coral reef data that was extracted by analyses of Structure-from-Motion (SfM) imagery of coral reef ecosystems across the Pacific Islands Regions by the Ecosystem Sciences Division (ESD) of the Pacific Islands Fisheries Science Center (PIFSC) of NOAA. This collection includes coral reef benthic cover, vital rates (growth, mortality, recruitment), structural complexity, and coral demographic data. Coral reef benthic cover, vital rates, and demographic data were produced by annotations of orthoprojections generated from SfM imagery, whereas structural complexity was derived from the digital elevation models, which were produced from orthomosaics, also generated from SfM imagery. Source SfM imagery is archived separately due to filesize. Refer to specific accession pages for funding agencies, dates, and regions.
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BENTHIC SPECIES
biological data
CORAL
CORAL - BLEACHING
CORAL - CENSUS
CORAL - COLONY SIZE
CORAL - SPECIES IDENTIFICATION
DEBRIS
DEPTH - BOTTOM
HABITAT - BENTHIC
REEF AND/OR BOTTOM REGIME - PERCENT COVER
photograph
scale
swimmer/diver
visual observation
biological
derived products
GIS product
imagery
in situ
laboratory analyses
survey - biological
survey - coral reef
NOAA Ship Hi'ialakai
NOAA Ship Oscar Elton Sette
NOAA Ship Rainier
NOAA Pacific Islands Fisheries Science Center
NOAA Pacific Islands Fisheries Science Center, Ecosystem Sciences Division
NOAA Pacific Islands Fisheries Science Center
Coral Reef Conservation Program (CRCP)
CORAL REEF STUDIES
National Coral Reef Monitoring Program (NCRMP)
Pacific Reef and Assessment Monitoring Program (Pacific RAMP)
US DOC; NOAA; Office of Oceanic and Atmospheric Research; Ocean Acidification Program (OAP)
Coastal Waters of Hawaii
Hawaiian Islands Humpback Whale National Marine Sanctuary
Marianas Trench Marine National Monument
National Marine Sanctuary of American Samoa
North Pacific Ocean
Northwest Pacific Ocean (limit-180)
Pacific Remote Islands Marine National Monument
Papahānaumokuākea Marine National Monument
Philippine Sea
Rose Atoll Marine National Monument
South Pacific Ocean
oceanography
CRED
CREP
Coral Reef Ecosystem Division
Coral Reef Ecosystem Program
ESD
Ecosystem Sciences Division
NCRMP
National Coral Reef Monitoring Proram
PIFSC
Pacific Island Fisheries Science Center
RAMP
Reef Assessment and Monitoring Program
Scripps Institution of Oceanography
CRED
CREP
Coral Reef Ecosystem Division
Coral Reef Ecosystem Program
DAR
DLNR
Division of Aquatic Resources
ESD
Ecosystem Sciences Division
Hawai'i Department of Land and Natural Resources
NCRMP
National Coral Reef Monitoring Proram
PIFSC
Pacific Island Fisheries Science Center
Pacific Islands Fisheries Science Center
RAMP
Reef Assessment and Monitoring Program
Scripps Institution of Oceanography
DOC/NOAA/NMFS > National Marine Fisheries Service, NOAA, U.S. Department of Commerce
DOC/NOAA/NMFS/PIFSC/ESD > Ecosystem Sciences Division, Pacific Islands Fisheries Science Center, National Marine Fisheries Service, NOAA, U.S. Department of Commerce
31283
31360
31361
743
Assessing impacts of Hawaii's 2019 coral bleaching event on coral recovery and coral communities
Hawai'i coral bleaching assessment and analysis
National Coral Reef Monitoring Program (NCRMP)
Scaling up coral reef science through Photogrammetry and Artificial Intelligence
Hawaii Coral Bleaching Collaborative (HCBC)
Papahanaumokuakea Marine Debris Project
Map Images > Coral Mapping
Numeric Data Sets > Benthic
Numeric Data Sets > Biology
EARTH SCIENCE > Biosphere > Aquatic Habitat > Benthic Habitat
EARTH SCIENCE > Biosphere > Aquatic Habitat > Reef Habitat
EARTH SCIENCE > Biosphere > Vegetation > Algae
EARTH SCIENCE > Biosphere > Vegetation > Algae > Algal Cover
EARTH SCIENCE > Biosphere > Vegetation > Algae > Coralline Algae
EARTH SCIENCE > Biosphere > Vegetation > Algae > Crustose Coralline Algae
EARTH SCIENCE > Biosphere > Vegetation > Algae > Fleshy Macroalgae
EARTH SCIENCE > Biosphere > Vegetation > Algae > Turf Algae
EARTH SCIENCE > Biosphere > Zoology > Corals
EARTH SCIENCE > Biosphere > Zoology > Corals > Coral Condition
EARTH SCIENCE > Biosphere > Zoology > Corals > Coral Diseases > Bleaching
EARTH SCIENCE > Biosphere > Zoology > Corals > Coral Growth
EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Damage Assessment > Marine Debris
EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Monitoring and Assessment
EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Monitoring and Assessment > Benthos Analysis
EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Monitoring and Assessment > Benthos Analysis > Quadrat Monitoring > Photograph Analysis
EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Monitoring and Assessment > Damage Assessment > Visual
EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Monitoring and Assessment > GIS
EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Monitoring and Assessment > In Situ Biological
EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Monitoring and Assessment > Photographic Analysis
EARTH SCIENCE > Biosphere > Zoology > Corals > Scleractinia (stony corals)
EARTH SCIENCE > Biosphere > Zoology > Sponges
EARTH SCIENCE > Oceans > Bathymetry/Seafloor Topography > Hard Seafloor Substrate
EARTH SCIENCE > Oceans > Coastal Processes > Coral Reefs
EARTH SCIENCE > Oceans > Coastal Processes > Coral Reefs > Coral Reef Ecology
EARTH SCIENCE > Oceans > Coastal Processes > Coral Reefs > Coral Reef Ecology > Benthic biology
EARTH SCIENCE > Oceans > Coastal Processes > Coral Reefs > Coral Reef Ecology > Coral Cover
EARTH SCIENCE > Oceans > Coastal Processes > Coral Reefs > Coral Reef Ecology > Hard Coral Cover
EARTH SCIENCE > Oceans > Coastal Processes > Coral Reefs > Coral Reef Ecology > Rugosity
EARTH SCIENCE > Oceans > Marine Biology > Coral
EARTH SCIENCE > Oceans > Marine Biology > Coral Communities
EARTH SCIENCE > Oceans > Marine Biology > Marine Invertebrates
EARTH SCIENCE > BIOLOGICAL CLASSIFICATION
EARTH SCIENCE > BIOSPHERE > ECOSYSTEMS > MARINE ECOSYSTEMS > BENTHIC
EARTH SCIENCE > BIOSPHERE > ECOSYSTEMS > MARINE ECOSYSTEMS > REEF > CORAL REEF
EARTH SCIENCE > OCEANS > BATHYMETRY/SEAFLOOR TOPOGRAPHY > WATER DEPTH
EARTH SCIENCE > OCEANS > COASTAL PROCESSES > CORAL REEFS > CORAL BLEACHING
EARTH SCIENCE > OCEANS > MARINE ENVIRONMENT MONITORING > MARINE SUBMERGED DEBRIS
EARTH SCIENCE > SOLID EARTH > GEOMORPHIC LANDFORMS/PROCESSES > COASTAL LANDFORMS > CORAL REEFS
Fractal dimension
Height range
Rugosity
SfM
Structure from Motion
Structure from Motion (SfM)
digital elevation model
VISUAL OBSERVATIONS > VISUAL OBSERVATIONS
Agisoft Metashape
Agisoft Metashape software
ArcGIS
ArcGIS Pro
Computer
Dive Computer
GIS
R software
TagLab
Viscore
Ships
Hi'ialakai (call sign: WTEY, ICES code: 33HL, 2004-)
OSCAR ELTON SETTE (call sign: WTEE, ICES code: 33OC, 2003-)
RAINIER (call sign: WTEF, ICES code: 315R, 1968-)
M/V IMUA
Various Small Vessels
COUNTRY/TERRITORY > Northern Mariana Islands > Asuncion Island > Asuncion Island (19N145E0001)
COUNTRY/TERRITORY > Northern Mariana Islands > Maug > Maug Island (20N145E0001)
COUNTRY/TERRITORY > Northern Mariana Islands > Northern Mariana Islands > Northern Mariana Islands ( CNMI ) (18N146E0000)
COUNTRY/TERRITORY > Northern Mariana Islands > Pagan > Pagan Island (18N145E0001)
COUNTRY/TERRITORY > Northern Mariana Islands > Saipan > Saipan Island (15N145E0002)
COUNTRY/TERRITORY > United States of America > American Samoa > American Samoa > American Samoa (14S170W0000)
COUNTRY/TERRITORY > United States of America > American Samoa > American Samoa > Ofu Island (14S169W0013)
COUNTRY/TERRITORY > United States of America > American Samoa > American Samoa > Olosega Island (14S169W0014)
COUNTRY/TERRITORY > United States of America > American Samoa > American Samoa > Rose Atoll (14S168W0001)
COUNTRY/TERRITORY > United States of America > American Samoa > American Samoa > Ta'u Island (14S169W0012)
COUNTRY/TERRITORY > United States of America > American Samoa > American Samoa > Tutuila Island (14S170W0016)
COUNTRY/TERRITORY > United States of America > Guam > Guam (13N144E0000)
COUNTRY/TERRITORY > United States of America > Hawaii > Hawaii > Hawaii (21N160W0000)
COUNTRY/TERRITORY > United States of America > Hawaii > Hawaii > Hawaii Island (19N155W0003)
COUNTRY/TERRITORY > United States of America > Hawaii > Hawaii > Kauai Island (22N159W0001)
COUNTRY/TERRITORY > United States of America > Hawaii > Hawaii > Molokai Island (21N157W0001)
COUNTRY/TERRITORY > United States of America > Hawaii > Honolulu > Kure Atoll (28N178W0001)
COUNTRY/TERRITORY > United States of America > Hawaii > Honolulu > Northwestern Hawaiian Islands (28N178W0000)
COUNTRY/TERRITORY > United States of America > Hawaii > Honolulu > Oahu (21N157W0003)
COUNTRY/TERRITORY > United States of America > Hawaii > Honolulu > Pearl and Hermes Reef (27N176W0001)
COUNTRY/TERRITORY > United States of America > Hawaii > Kauai > Niihau Island (21N160W0001)
COUNTRY/TERRITORY > United States of America > Hawaii > Maui > Lanai Island (20N156W0002)
COUNTRY/TERRITORY > United States of America > Hawaii > Maui > Maui Island (20N156W0004)
COUNTRY/TERRITORY > United States of America > Hawaiian Islands (21N157W0027)
COUNTRY/TERRITORY > United States of America > USA Minor Outlying Islands > Baker Island (00N176W0001)
COUNTRY/TERRITORY > United States of America > USA Minor Outlying Islands > Howland Island (00S176W0001)
OCEAN BASIN > Pacific Ocean > American Samoa > American Samoa (14S170W0000)
OCEAN BASIN > Pacific Ocean > American Samoa > Rose Atoll (14S168W0001)
OCEAN BASIN > Pacific Ocean > American Samoa > Tutuila Island (14S170W0016)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Baker Island > Baker Island (00N176W0001)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Hawaiian Islands (21N157W0027)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Hawaiian Islands > Hawaii > Hawaii (21N160W0000)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Hawaiian Islands > Hawaii Island > Hawaii Island (19N155W0003)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Hawaiian Islands > Kauai Island > Kauai Island (22N159W0001)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Hawaiian Islands > Lanai Island > Lanai Island (20N156W0002)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Hawaiian Islands > Maui Island > Maui Island (20N156W0004)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Hawaiian Islands > Molokai Island > Molokai Island (21N157W0001)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Hawaiian Islands > Niihau Island > Niihau Island (21N160W0001)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Hawaiian Islands > Oahu Island > Oahu (21N157W0003)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Howland Island > Howland Island (00S176W0001)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Northwestern Hawaiian Islands (28N178W0000)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Northwestern Hawaiian Islands > Kure Atoll (28N178W0001)
OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Northwestern Hawaiian Islands > Pearl and Hermes Reef (27N176W0001)
OCEAN BASIN > Pacific Ocean > Manu'a Group > Ofu Island (14S169W0013)
OCEAN BASIN > Pacific Ocean > Manu'a Group > Olosega Island (14S169W0014)
OCEAN BASIN > Pacific Ocean > Manu'a Group > Ta'u Island (14S169W0012)
OCEAN BASIN > Pacific Ocean > Western Pacific Ocean > Asuncion Island > Asuncion Island (19N145E0001)
OCEAN BASIN > Pacific Ocean > Western Pacific Ocean > Guam > Guam (13N144E0000)
OCEAN BASIN > Pacific Ocean > Western Pacific Ocean > Mariana Archipelago > Northern Mariana Islands ( CNMI ) (18N146E0000)
OCEAN BASIN > Pacific Ocean > Western Pacific Ocean > Maug Island > Maug Island (20N145E0001)
OCEAN BASIN > Pacific Ocean > Western Pacific Ocean > Pagan Island > Pagan Island (18N145E0001)
OCEAN BASIN > Pacific Ocean > Western Pacific Ocean > Saipan Island > Saipan Island (15N145E0002)
CONTINENT > NORTH AMERICA > UNITED STATES OF AMERICA > HAWAII
OCEAN > PACIFIC OCEAN > CENTRAL PACIFIC OCEAN > AMERICAN SAMOA
OCEAN > PACIFIC OCEAN > CENTRAL PACIFIC OCEAN > HAWAIIAN ISLANDS
OCEAN > PACIFIC OCEAN > NORTH PACIFIC OCEAN
OCEAN > PACIFIC OCEAN > SOUTH PACIFIC OCEAN
Papahanaumokuakea Marine National Monument
0T3EBB
0X8B6K
4KDA2E
6RT3B5
8UFY62
E00U92
HB8J3W
KXC5TK
Complete Metadata
| describedByType | application/octet-steam |
|---|---|
| identifier | gov.noaa.nodc:PIFSC-SfM-DerivedData |
| issued | 2020-05-13T00:00:00.000+00:00 |
| landingPage | https://www.ncei.noaa.gov/contact |
| language | [] |
| references |
[ "https://www.fisheries.noaa.gov/inport/item/63093", "https://www.fisheries.noaa.gov/inport/item/67851", "https://www.fisheries.noaa.gov/inport/item/59172", "https://www.fisheries.noaa.gov/inport/item/65764", "https://www.fisheries.noaa.gov/inport/item/63097", "https://doi.org/10.25923/h2q8-jv47", "https://doi.org/10.25923/a9se-k649", "https://doi.org/10.25923/w1k2-0y84", "https://doi.org/10.25923/f19b-je14", "https://repository.library.noaa.gov/view/noaa/48782" ] |
| rights | otherRestrictions |
| spatial | -154.8042,19.07632,-178.34,28.385 |
| temporal | 2014-05-06T00:00:00+00:00/2023-08-05T00:00:00+00:00 |
