gov.noaa.nmfs.inport:36147 eng UTF8 dataset CSV Files Pacific Islands Fisheries Science Center 808-725-5300 1845 Wasp Blvd. Honolulu HI 96818 USA https://www.pifsc.noaa.gov WWW:LINK-1.0-http--link Website Website for this organization information 8:00 a.m. - 4:30 p.m. resourceProvider Luers, Lori H 1845 Wasp Blvd. Honolulu HI 96818 USA lori.luers@noaa.gov pointOfContact 2026-03-04T19:17:28 ISO 19115-2 Geographic Information - Metadata Part 2 Extensions for imagery and gridded data ISO 19115-2:2009(E) National Coral Reef Monitoring Program: Benthic Cover from Annotated Benthic Images Collected During Photoquadrat Surveys at Climate Stations across the Mariana Archipelago since 2014 NCRMP: Benthic Cover Climate Marianas 2016-12 creation 2023-06 revision 2023 publication NOAA/NMFS/EDM 36147 NOAA https://doi.org/10.7289/v5sb4419 https://www.fisheries.noaa.gov/inport/item/36147 WWW:LINK-1.0-http--link Full Metadata Record View the complete metadata record on InPort for more information about this dataset. information Pacific Islands Fisheries Science Center 808-725-5360 1845 Wasp Blvd. Honolulu HI 96818 USA pifsc.info@noaa.gov https://www.pifsc.noaa.gov WWW:LINK-1.0-http--link Pacific Islands Fisheries Science Center Website Pacific Island Fisheries Science Center homepage information 8:00 a.m. - 4:30 p.m. originator https://cnso.nova.edu/cpce/ WWW:LINK-1.0-http--link Coral Point Count with Excel Extensions Coral Point Count with Excel Extensions (CPCe) Home Page download https://coralnet.ucsd.edu/ WWW:LINK-1.0-http--link CoralNet CoralNet Home Page download https://origin-apps-pifsc.fisheries.noaa.gov/ecosystem_sciences/ WWW:LINK-1.0-http--link Ecosystem Sciences Division NOAA Fisheries, Pacific Islands Fisheries Science Center website download https://www.coris.noaa.gov/monitoring/ WWW:LINK-1.0-http--link NOAA National Coral Reef Monitoring Program NOAA National Coral Reef Monitoring Program (NCRMP) website. download https://www.fisheries.noaa.gov/region/pacific-islands#science WWW:LINK-1.0-http--link NOAA Fisheries Online Resource download tableDigital This data has been combined into a US Pacific-wide InPort record: https://www.fisheries.noaa.gov/inport/item/78600. The coral reef benthic community data described here result from the annotation (classification) of benthic images collected during photoquadrat surveys conducted by the NOAA Pacific Islands Fisheries Science Center (PIFSC), Ecosystem Sciences Division (ESD, formerly the Coral Reef Ecosystem Division) as part of NOAA's ongoing National Coral Reef Monitoring Program (NCRMP). The photoquadrat surveys were conducted at coral reef sites according to protocols established by ESD and NCRMP during ESD-led NCRMP missions to the islands of the Mariana Archipelago in 2014, 2017, and 2022. SCUBA divers conducted benthic photoquadrat surveys at permanent sites established in coral reef habitats by ESD. A select number of these sites were chosen in hard-bottom habitat at ~15-m depths, and a subset of the permanent sites (climate stations) were established at north, south, east, and west points around each of the islands. The divers estimated and delineated each site's rectangular perimeter by temporarily placing measuring tapes with 1-m markers starting from a permanently installed reference stake on the reef. Along the nearshore 10-m side of the survey site and the downslope 5-m side, the measuring tapes marked every meter of the L-shaped 15-m transect used for photoquadrat documentation. The divers photographed the reef at 1-m intervals on both sides of the 15-m tape, generating 20-30 photographs per survey site. The benthic habitat images were quantitatively analyzed using Coral Point Count with Excel extensions (CPCe; Kohler and Gill, 2006) software from 2010-2014 and the web-based annotation tool, CoralNet (Beijbom et al. 2015), from 2015 to present. Ten points were randomly overlaid on each image and human analysts identified the organism or type of substrate beneath, with 300 annotations (points) generated per site. Benthic elements falling under each point were identified to genus/morphology for hard corals, and to genus/functional group for algae, invertebrates, and other taxa following Lozada-Misa et al. (2017). In general, the analysis resulted in three levels of benthic community data, including taxa group (Tier 1: hard coral, soft coral, macroalgae, turf algae, etc.), morphology (Tier 2: massive, branching, upright macroalgae, etc.), and genus (Tier 3). These benthic data can ultimately be used to produce estimates of relative abundance (percentage of benthic cover), frequency of occurrence, benthic community taxonomic composition, and relative generic richness. The National Coral Reef Monitoring Program (NCRMP) details a long-term approach to provide an ecosystem perspective via monitoring climate, fish, benthic, and socioeconomic variables in a consistent and integrated manner. The NCRMP is intended to coordinate various Coral Reef Conservation Coral Reef Program (CRCP) biological, physical, and human dimensions activities into a cohesive NOAA-wide effort. Through the implementation of the NCRMP, NOAA will be able to clearly and concisely communicate results of national-scale monitoring to national, state, and territorial policy makers, resource managers, and the public on a periodic basis. PIFSC Ecosystem Sciences Division and funded by the NOAA Coral Reef Conservation Program onGoing Oliver, Thomas (808)725-5444 1845 Wasp Blvd. Honolulu HI 96818 USA thomas.oliver@noaa.gov pointOfContact Oliver, Thomas (808)725-5444 1845 Wasp Blvd. Honolulu HI 96818 USA thomas.oliver@noaa.gov custodian asNeeded Updated June 2023 to add benthic data generated from images collected in 2022. DOC/NOAA/NMFS/PIFSC/ESD > Ecosystem Sciences Division, Pacific Islands Fisheries Science Center, National Marine Fisheries Service, NOAA, U.S. Department of Commerce dataCentre Global Change Master Directory (GCMD) Data Center Keywords 17.0 EARTH SCIENCE > BIOSPHERE > ECOLOGICAL DYNAMICS > COMMUNITY DYNAMICS EARTH SCIENCE > BIOSPHERE > ECOSYSTEMS > MARINE ECOSYSTEMS > BENTHIC EARTH SCIENCE > BIOSPHERE > ECOSYSTEMS > MARINE ECOSYSTEMS > REEF > CORAL REEF theme Global Change Master Directory (GCMD) Science Keywords 17.0 OCEAN > PACIFIC OCEAN > WESTERN PACIFIC OCEAN > MICRONESIA > GUAM OCEAN > PACIFIC OCEAN > WESTERN PACIFIC OCEAN > MICRONESIA > NORTHERN MARIANA ISLANDS place Global Change Master Directory (GCMD) Location Keywords 20.8 743 National Coral Reef Monitoring Program theme CRCP Project Numeric Data Sets > Benthic theme CoRIS Discovery Thesaurus EARTH SCIENCE > Biosphere > Aquatic Habitat > Benthic Habitat EARTH SCIENCE > Biosphere > Aquatic Habitat > Reef Habitat EARTH SCIENCE > Biosphere > Microbiota > Blue-green Algae EARTH SCIENCE > Biosphere > Vegetation > Algae > Crustose Coralline Algae EARTH SCIENCE > Biosphere > Vegetation > Algae > Encrusting Macroalgae EARTH SCIENCE > Biosphere > Vegetation > Algae > Turf Algae EARTH SCIENCE > Biosphere > Zoology > Corals 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 > Photographic Analysis 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 > Marine Biology > Coral EARTH SCIENCE > Oceans > Marine Biology > Coral Communities EARTH SCIENCE > Oceans > Marine Biology > Marine Invertebrates EARTH SCIENCE > Oceans > Marine Biology > Marine Invertebrates > Macroinvertebrates EARTH SCIENCE > Oceans > Ocean Chemistry > Climate Change theme CoRIS Theme Thesaurus BENTHIC COMMUNITIES BENTHIC SPECIES BENTHIC SPECIES - TAXA COUNTS BENTHIC SPECIES - TAXA IDENTITIES CORAL - SPECIES IDENTIFICATION HABITAT - BENTHIC theme NODC DATA TYPES THESAURUS photograph theme NODC INSTRUMENT TYPES THESAURUS biological laboratory analyses visual estimate theme NODC OBSERVATION TYPES THESAURUS HI'IALAKAI NOAA Ship Rainier theme NODC PLATFORM NAMES THESAURUS CORAL REEF STUDIES Coral Reef Conservation Program National Coral Reef Monitoring Program Pacific Reef and Assessment Monitoring Program theme NODC PROJECT NAMES THESAURUS US DOC; NOAA; NMFS; Pacific Islands Fisheries Science Center; Ecosystem Sciences Division theme NODC SUBMITTING INSTITUTION NAMES THESAURUS 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 > Rota > Rota Island ( Luta ) (14N145E0007) COUNTRY/TERRITORY > Northern Mariana Islands > Saipan > Saipan Island (15N145E0002) COUNTRY/TERRITORY > Northern Mariana Islands > Tinian > Tinian Island (14N145E0005) COUNTRY/TERRITORY > United States of America > Guam > Guam (13N144E0000) 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 > Rota Island > Rota Island ( Luta ) (14N145E0007) OCEAN BASIN > Pacific Ocean > Western Pacific Ocean > Saipan Island > Saipan Island (15N145E0002) OCEAN BASIN > Pacific Ocean > Western Pacific Ocean > Tinian Island Reefs > Tinian Island (14N145E0005) place CoRIS Place Thesaurus Marianas Trench Marine National Monument NW Pacific (limit-180) place NODC Sea Area Names Thesaurus CRED CREP Coral Reef Ecosystem Division Coral Reef Ecosystem Program ESD Ecosystem Sciences Division PIFSC Pacific Islands Fisheries Science Center RAMP Reef Assessment and Monitoring Program theme CNMI Commonwealth of the Northern Mariana Islands Mariana Archipelago Marianas place DOC/NOAA/NMFS/PIFSC > Pacific Islands Fisheries Science Center, National Marine Fisheries Service, NOAA, U.S. Department of Commerce dataCentre Global Change Master Directory (GCMD) Data Center Keywords 2017-04-24 publication 8.5 Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA) https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords GCMD Keyword Forum Page Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 22. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords information custodian Marianas Archipelago project InPort otherRestrictions Cite As: Pacific Islands Fisheries Science Center, [Date of Access]: National Coral Reef Monitoring Program: Benthic Cover from Annotated Benthic Images Collected During Photoquadrat Surveys at Climate Stations across the Mariana Archipelago since 2014 [Data Date Range], https://www.fisheries.noaa.gov/inport/item/36147. NOAA provides no warranty, nor accepts any liability occurring from any incomplete, incorrect, or misleading data, or from any incorrect, incomplete, or misleading use of the data. It is the responsibility of the user to determine whether or not the data is suitable for the intended purpose. otherRestrictions Access Constraints: None otherRestrictions Use Constraints: Please cite PIFSC Ecosystem Sciences Division (ESD) when using the data. Example: Ecosystem Sciences Division; Pacific Islands Fisheries Science Center (2023). National Coral Reef Monitoring Program: Benthic Cover from Annotated Benthic Images Collected During Photoquadrat Surveys at Climate Stations across the Mariana Archipelago since 2014, https://www.fisheries.noaa.gov/inport/item/36147. otherRestrictions Distribution Liability: While every effort has been made to ensure that these data are accurate and reliable within the limits of the current state of the art, NOAA cannot assume liability for any damages caused by errors or omissions in the data, nor as a result of the failure of the data to function on a particular system. NOAA makes no warranty, expressed or implied, nor does the fact of distribution constitute such a warranty. unclassified Not applicable Not applicable National Coral Reef Monitoring Program: Benthic Cover Derived from Analysis of Benthic Images Collected for Climate Stations across American Samoa since 2015 NOAA/NMFS/EDM 25383 crossReference National Coral Reef Monitoring Program: Benthic Cover Derived from Analysis of Benthic Images Collected for Climate Stations across the Hawaiian Archipelago since 2013 NOAA/NMFS/EDM 36146 crossReference National Coral Reef Monitoring Program: Benthic Cover from Annotated Benthic Images Collected During Photoquadrat Surveys at Climate Stations across the Pacific Remote Island Areas since 2014 NOAA/NMFS/EDM 36148 crossReference National Coral Reef Monitoring Program: Benthic Images Collected During Photoquadrat Surveys at Climate Stations across the Mariana Archipelago since 2014 NOAA/NMFS/EDM 36144 crossReference NOAA Data Management Plan (DMP) NOAA/NMFS/EDM 36147 https://www.fisheries.noaa.gov/inportserve/waf/noaa/nmfs/pifsc/dmp/pdf/36147.pdf WWW:LINK-1.0-http--link NOAA Data Management Plan (DMP) NOAA Data Management Plan for this record on InPort. information crossReference eng; US biota biota PIFSC Oracle database views: CoralNet: MV_BIA_CNET_ANALYSIS_DATA CPCe: MV_BIA_PERC_COVER_PHOTO_CLI_RW Mariana Archipelago (Guam and the Northern Mariana Islands, including Rota, Tinian, Saipan, Pagan, Asuncion, and Maug). 144.6259167 145.8166 13.240901 20.545128 MARAMP 2014 | Currentness: Ground Condition 2014-03-25 2014-05-05 Time frame benthic images were collected across the Mariana Archipelago during MARAMP 2017 that were analyzed for benthic community data. | Currentness: Ground Condition 2017-05-03 2017-06-21 MARAMP 2022; timeframe of collection of photoquadrat imagery for which this benthic cover dataset was derived. | Currentness: Ground Condition 2022-04-12 2022-07-24 The NOAA National Coral Reef Monitoring Program (NCRMP) details a long term approach to provide an ecosystem perspective via monitoring climate, fish, benthic, and socioeconomic variables in a consistent and integrated manner. The NCRMP coordinates various NOAA Coral Reef Conservation Program (CRCP) biological, physical, and human dimensions activities into a cohesive NOAA-wide effort. Through the implementation of the NCRMP, NOAA is able to clearly and concisely communicate results of national-scale monitoring to national, state, and territorial policy makers, resource managers, and the public on a periodic basis. NCRMP is a framework for conducting sustained observations of biological, climate, and socioeconomic indicators at 10 priority coral reefs across the U.S. and its territories. This integrated approach consolidates monitoring of coral reefs under a uniform method in the Pacific, Atlantic, Caribbean, and the Gulf of Mexico for the first time. NCRMP is funded by the CRCP and supported by NOAA Fisheries, NOAA National Centers for Coastal Ocean Science (NCCOS), and many other partners. The PIFSC Ecosystem Sciences Division (ESD) at NOAA Fisheries is leading biological monitoring in the U.S. Pacific Islands Region. The biological component of NCRMP in the Pacific provides a triennial ecological characterization at a broad spatial scale of general reef condition for reef fishes, corals and benthic habitat (i.e., fish species composition/density/size, benthic cover, and coral density/size/condition). Innovative analysis techniques are then used to develop products that give fellow scientists, managers, decision makers and the public a better understanding of a regions resources and how they are changing over time. false eng false Data Table Data File ESD_BIA_CNET_ANALYSIS_Climate_DataDictionary_MARIAN_2022 2023-06-26 publication Benthic Image analysis classification scheme 2023-06-26 publication CSV - Comma Separated Values (Text) CSV - Comma Separated Values (Text) PDF - Adobe Portable Document Format CSV - Comma Separated Values (Text) CSV - Comma Separated Values (Text) NOAA National Centers for Environmental Information ncei.info@noaa.gov https://www.ncei.noaa.gov/contact WWW:LINK-1.0-http--link NCEI Contact Information Information for contacts at NCEI. information distributor https://accession.nodc.noaa.gov/0157721 WWW:LINK-1.0-http--link MV_BIA_PERC_COVER_PHOTO_CLI_RW MARIAN 2014.csv Image analysis data derived from photoquadrat benthic images at NCRMP climate stations and permanent sites across the Mariana archipelago in 2014 by the NOAA Coral Reef Ecosystem Program (CREP) download https://accession.nodc.noaa.gov/0202299 WWW:LINK-1.0-http--link MV_BIA_CNET_ANALYSIS_DATA_CLIMATE_Marianas_2017.csv Benthic community data from annotated benthic images collected during photoquadrat surveys at permanent sites and climate stations across the Mariana Archipelago in 2017 by the PIFSC Ecosystem Sciences Division (ESD). download https://accession.nodc.noaa.gov/0157633 WWW:LINK-1.0-http--link PIFSC_H-17-02_2017_SOP_ImageAnalysis_CN.pdf PIFSC Administrative Report, January 2017: Analysis of benthic survey images via CoralNet : a summary of standard operating procedures and guidelines download https://accession.nodc.noaa.gov/0279414 WWW:LINK-1.0-http--link CNET_CLASSIFICATION_SCHEME_2022.csv Updated classification scheme that defines categories in photoquad annotations using CoralNet. download https://accession.nodc.noaa.gov/0279414 WWW:LINK-1.0-http--link NCRMP_BIA_CNET_ANALYSIS_CLIMATE_MARIAN_2022.csv Benthic community data from annotated benthic images collected during photoquadrat surveys at fixed sites across the Mariana Archipelago in 2022 by the PIFSC Ecosystem Sciences Division (ESD). download dataset Accuracy Data sets derived from image analysis are highly reliable within the stipulated taxonomic context. Each time a production run is performed for a region, a calibration exercise is conducted by all staff that will participate in that round of image analysis classification. Usually 100-150 photos are selected from the photos being processed as part of the production run series, or other region-relevant photo streams. Then, CPCE or CoralNet assigns 10 random points per photo. Each photo analyst is asked to classify the same set of points in each of the photos used as part of the calibration exercise. The goal of the calibration exercise is to assess inter-observer variability. Inter-observer variability rates are available upon request for each production run. Handheld GPS units were used to locate and mark site locations. Analytical Accuracy Data sets derived from image analysis include 20-30 benthic photographs per survey site from both the climate team surveys. Appropriate site level benthic cover estimates are generated from all site images. Comparability Survey transects were appropriately marked to allow direct, site-level temporal comparisons. Completeness Report The data set derived from the image analysis is as good as the images themselves; poor images with low contrast, inappropriate white balance, or out of focus may have to be discarded. Therefore, benthic cover estimates for some sites may derive from differing number of points between sites. Although the analysis process is statistically robust to allow for differing n (points) between sites the users should be aware of this limitation. For REA survey imagery analyzed or collected since 2013, classification is completed to the functional group/genus level (Tier 3). Only shallow water (0 to 30 meter depth range) hard-bottom habitats are surveyed. The survey sites were randomly selected using a systematic process based on available habitat and bathymetric data. Although efforts are made to include broad spatial coverage of surveys at each island, weather conditions and other environmental constraints may have prevented the team from surveying exposed reef areas. There are several missions in which the benthic images collected by the program are in the process of or have not yet been analyzed. In some cases, the benthic imagery sets are not planned to be analyzed due to funding and resource constraints. Contact ESD at nmfs.pic.credinfo@noaa.gov for more information. Conceptual Consistency The same method of image analysis was used at each surveyed site. Benthic photographs were collected during photoquadrat surveys conducted at permanent sites and climate stations in coral reef habitats by the PIFSC Ecosystem Sciences Division. The imagery was later analyzed using Coral Point Count with Excel Extentions (CPCe; 2014 and prior) or CoralNet (starting in 2015) to generate benthic community data. SCUBA divers conduct benthic photoquadrat surveys at permanent sites established in hard-bottom habitat at ~15-m depths. A subset of the permanent sites (climate stations) were established at north, south, east, and west points around the island/atoll. The divers estimate and delineate each site’s rectangular perimeter by temporarily placing measuring tapes with 1-m markers starting from a permanently installed reference stake on the reef. Along the nearshore 10-m side of the survey site and the downslope 5-m side, the measuring tapes mark every meter of the L-shaped 15-m transect used for photoquadrat documentation. Divers photograph the reef at 1-m intervals on both sides of the 15-m tape, generating 30 photographs per survey site. Photoquadrat images are organized by site, color-corrected (if necessary), and quality controlled to remove non-photoquadrat/poor quality images. An optical validation script is used to re-name photos and enforce several validation checks. Barkley, Hannah C hannah.barkley@noaa.gov processor Benthic habitat images collected during photoquadrat surveys at permanent sites and climate stations (30 images per site) were quantitatively analyzed using Coral Point Count with Excel extensions (CPCe; Kohler and Gill 2006) software through 2014 or by using the web-based annotation tool CoralNet (Beijbom et al. 2015) from 2015 to present. Ten points were randomly overlaid on each image by CPCe or CoralNet and human analysts identified the organism or type of substrate beneath, with 300 annotations (points) generated per site. Benthic elements falling under each point were identified to genus/morphology for hard corals, and to genus/functional group for algae, invertebrates, and other taxa following Lozada-Misa et al. (2017). The analysis resulted in three levels of benthic community data, including taxa group (Tier 1: hard coral, soft coral, macroalgae, turf algae, etc.), morphology (Tier 2: massive, branching, upright macroalgae, etc.), and genus (Tier 3). The detailed list of each functional group level or tier is included in the benthic image analysis classification scheme. Vargas-Angel, Bernardo (808)725-5423 bernardo.vargasangel@noaa.gov processor Raw survey data includes unique image name, individual point observations identified at three levels, and the corresponding physical data that reflect the description of the site. The physical data includes: region, island, site, date, latitude, longitude, reef zone, and depth. Vargas-Angel, Bernardo (808)725-5423 bernardo.vargasangel@noaa.gov processor Source Contribution: Research article, RE: CoralNet Beijbom, Oscar, Peter J. Edmunds, Chris Roelfsema, Jennifer Smith, David I. Kline, Benjamin P. Neal, Matthew J. Dunlap, et al. 2015. “Towards Automated Annotation of Benthic Survey Images: Variability of Human Experts and Operational Modes of Automation.” Edited by Chaolun Allen Chen. PLOS ONE 10 (7): e0130312. 2015-07-08 publication PLOS ONE https://doi.org/10.1371/journal.pone.0130312 WWW:LINK-1.0-http--link PLOS ONE Source Citation URL information publisher Source Contribution: Research article, RE: CPCe Kohler, Kevin E., and Shaun M. Gill. 2006. “Coral Point Count with Excel Extensions (CPCe): A Visual Basic Program for the Determination of Coral and Substrate Coverage Using Random Point Count Methodology.” Computers & Geosciences 32 (9): 1259–69. 2006-11-01 publication ScienceDirect Computers & Geosciences https://doi.org/10.1016/j.cageo.2005.11.009 WWW:LINK-1.0-http--link ScienceDirect Source Citation URL information publisher Source Contribution: The published benthic image analysis SOP using CoralNet. Lozada-Misa P, Schumacher BD, Vargas-Angel B. 2017. Analysis of benthic survey images via CoralNet : a summary of standard operating procedures and guidelines. Pacific Islands Fisheries Science Center, PIFSC Administrative Report, H-17-02, 169 p. 2017-01-31 publication Pacific Islands Fisheries Science Center, PIFSC https://doi.org/10.7289/V5/AR-PIFSC-H-17-02 WWW:LINK-1.0-http--link NOAA Institutional Repository Source Citation URL information originator otherRestrictions otherRestrictions Access Constraints: None | Use Constraints: None