gov.noaa.nmfs.inport:59423 eng UTF8 dataset Images 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 2026-03-04T19:17:26 ISO 19115-2 Geographic Information - Metadata Part 2 Extensions for imagery and gridded data ISO 19115-2:2009(E) Structure from motion images collected during marine debris surveys at coral reef sites entangled with derelict fishing nets at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2018 and 2021 SfM Debris: images 2020-04-28 creation 2022-05-05 revision 2022 publication NOAA/NMFS/EDM 59423 https://www.fisheries.noaa.gov/inport/item/59423 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://www.fisheries.noaa.gov/pacific-islands/marine-debris-research-and-removal-northwestern-hawaiian-islands WWW:LINK-1.0-http--link Marine Debris Research and Removal in the Northwestern Hawaiian Islands Information about marine debris research and removal efforts in Northwestern Hawaiian Islands by Pacific Islands Fisheries Science Center download https://noaa.maps.arcgis.com/apps/MapTour/index.html?appid=852aeea527834cfbbc53248850065b4a WWW:LINK-1.0-http--link 2018 Marine Debris Removal and Assessment in the Northwestern Hawaiian Islands Story map about marine debris removal efforts in 2018 with images and captions describing work that was conducted. download imageDigital Suka R, Huntington B, Morioka J, O'Brien K, Acoba T (2020) Successful application of a novel technique to quantify negative impacts of derelict fishing nets on Northwestern Hawaiian Island reefs. Mar Pollut Bull 157:111312. https://doi.org/10.1016/j.marpolbul.2020.111312 The photographs described in this dataset were collected using a Structure from Motion (SfM) approach during in-water marine debris swim surveys conducted by snorkelers in search of derelict fishing nets. Surveys were conducted by the NOAA Fisheries, Ecosystem Sciences Division (ESD) at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands (NWHI). Initial surveys occurred from September 24 - October 3, 2018 during an ESD-led marine debris removal mission aboard the NOAA Ship Oscar Elton Sette, and follow-up surveys occurred from September 13-14, 2021 on a joint mission with non-profit organization Papahanaumokuakea Marine Debris Project aboard the M/V IMUA. During the 2018 mission, only a subset of marine debris surveys resulted in a SfM survey. Fishing nets were located during swim surveys and selected for SfM if the net was interacting with coral or hard substrate, the depth of the net was within ~1- 4 m of the surface, and the area of the net fit within the 9 sq. meter SFM survey plot. During a SFM survey, a permanent 3 x 3 m plot was established around the center of the fishing net, and the net was photographed using a back and forth swim pattern ("before" photos) for later processing using a SfM approach. The net was then removed and the same area was photographed again in the same way ("after" photos). A nearby (>50 m distant) paired control site was also photographed using the same method ("control" photos). During the 2021 mission, relocation of all paired sites where "after" and "control" photos were taken in 2018 was attempted; if found, the permanent 3 x 3m plot was reimaged using the same SfM approach. Only a subset of 2018 sites were successfully relocated in 2021 (12 "after" sites, 8 "control" sites), and five new nearby "control" sites had to be established to fulfill the paired study design. The source photographs were later processed using a structure from motion (SfM) approach to create orthophotos and analyzed in GIS for benthic cover. The purpose of the Structure from Motion (SfM) surveys at Pearl and Hermes Atoll is to understand whether derelict fishing nets significantly alter the benthic community composition of the reef, how these impacts last over time once the net is removed or if the benthic community can recover. In addition, we investigated how net size and fouling level may vary the severity of this impact. This study leveraged SfM, an emerging photogrammetry technique, to allow efficient data collection alongside marine debris survey and removal efforts. NOAA Fisheries Ecosystem Sciences Division completed Halperin, Ariel ariel.halperin@noaa.gov Email preferred. pointOfContact Oliver, Thomas (808)725-5444 1845 Wasp Blvd. Honolulu HI 96818 USA thomas.oliver@noaa.gov pointOfContact Halperin, Ariel ariel.halperin@noaa.gov Email preferred. custodian Oliver, Thomas (808)725-5444 1845 Wasp Blvd. Honolulu HI 96818 USA thomas.oliver@noaa.gov custodian notPlanned EARTH SCIENCE > BIOSPHERE > ECOSYSTEMS > MARINE ECOSYSTEMS > BENTHIC EARTH SCIENCE > BIOSPHERE > ECOSYSTEMS > MARINE ECOSYSTEMS > REEF > CORAL REEF EARTH SCIENCE > OCEANS > MARINE ENVIRONMENT MONITORING > MARINE SUBMERGED DEBRIS theme Global Change Master Directory (GCMD) Science Keywords 17.0 CONTINENT > NORTH AMERICA > UNITED STATES OF AMERICA > HAWAII OCEAN > PACIFIC OCEAN > CENTRAL PACIFIC OCEAN > HAWAIIAN ISLANDS place Global Change Master Directory (GCMD) Location Keywords 20.8 Visual Images > Habitats theme CoRIS Discovery Thesaurus EARTH SCIENCE > Biosphere > Aquatic Habitat > Benthic Habitat EARTH SCIENCE > Biosphere > Aquatic Habitat > Reef Habitat EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Damage Assessment > Marine Debris EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Monitoring and Assessment > Photographic Analysis 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 theme CoRIS Theme Thesaurus images theme NODC DATA TYPES THESAURUS in situ theme NODC OBSERVATION TYPES THESAURUS CORAL REEF STUDIES 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 > United States of America > Hawaii > Honolulu > Northwestern Hawaiian Islands (28N178W0000) COUNTRY/TERRITORY > United States of America > Hawaii > Honolulu > Pearl and Hermes Reef (27N176W0001) OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Northwestern Hawaiian Islands (28N178W0000) OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Northwestern Hawaiian Islands > Pearl and Hermes Reef (27N176W0001) place CoRIS Place Thesaurus North Pacific Ocean Papahanaumokuakea Marine National Monument place NODC SEA AREA NAMES THESAURUS camera instrument NODC INSTRUMENT TYPES THESAURUS M/V IMUA OSCAR ELTON SETTE platform NODC PLATFORM NAMES THESAURUS CRED CREP Coral Reef Ecosystem Division Coral Reef Ecosystem Program ESD Ecosystem Sciences Division Marine Debris Program PIFSC Pacific Islands Fisheries Science Center SfM Structure from Motion derelict fishing gear fishing nets marine debris theme NWHI PHR PMNM Pearl and Hermes 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 Marine Debris project InPort otherRestrictions Cite As: Pacific Islands Fisheries Science Center, [Date of Access]: Structure from motion images collected during marine debris surveys at coral reef sites entangled with derelict fishing nets at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2018 and 2021 [Data Date Range], https://www.fisheries.noaa.gov/inport/item/59423. 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 Use Constraints: These marine debris survey data act as a proxy for area surveyed and have not been screened for accuracy based on environmental conditions or GPS accuracy. NOAA can not be held liable for use of these data in a manner other than for perusal of preliminary marine debris data for scientific research on coral reef ecosystems. When using this data, please credit the NOAA Fisheries, Ecosystem Sciences Division. Suggested citation: Ecosystem Sciences Division, Pacific Islands Fisheries Science Center, 2022: Structure from motion images collected during marine debris surveys at coral reef sites entangled with derelict fishing nets at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2018 and 2021, https://www.fisheries.noaa.gov/inport/item/59423. 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 Benthic cover derived from structure from motion images collected during marine debris surveys at coral reef sites entangled with derelict fishing nets at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands from missions in 2018 and 2021 NOAA/NMFS/EDM 59172 crossReference NOAA Data Management Plan (DMP) NOAA/NMFS/EDM 59423 https://www.fisheries.noaa.gov/inportserve/waf/noaa/nmfs/pifsc/dmp/pdf/59423.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 environment A GPS unit is used to record the location of each Structure from Motion (SfM) survey site. A Nikon SL2 DSLR digital camera in an Ikelite underwater housing was used to take photographs of each site. Coded markers 0.5-m long were used underwater to provide a scale for the mosaic imagery. Pearl and Hermes Atoll, Northwestern Hawaiian Islands -175.8211335 -175.7880926 27.82745706 27.89404863 Geographic extent of marine debris structure from motion surveys conducted at Pearl and Hermes Atoll. Time frame of marine debris Structure from Motion (SfM) surveys conducted at Pearl and Hermes Atoll during the 2018 mission. | Currentness: Ground Condition 2018-09-24 2018-10-03 Time frame of marine debris Structure from Motion (SfM) surveys at Pearl and Hermes Atoll during the 2021 mission. | Currentness: Ground Condition 2021-09-13 2021-09-14 2 15 The Papahanaumokuakea Marine National Monument (PMNM) includes the 1200 nautical mile chain of atolls and islets known as the Northwestern Hawaiian Islands (NWHI) that are geographically positioned as a repository for marine debris. Marine debris circulates within the North Pacific Subtropical Gyre until it encounters the atolls of the NWHI. The Ecosystem Sciences Division (ESD) at NOAA Fisheries has conducted both ship- and shore-based missions in the NWHI to survey for and remove derelict fishing gear and many other types of marine debris. Exploratory and opportunistic efforts began in 1996 that evolved into ~annual cruises. false eng false Other SFM Debris: Benthic Image entities 2022-08-23 publication JPEG JPEG JPEG CSV - Comma Separated Values (Text) CSV - Comma Separated Values (Text) CSV - Comma Separated Values (Text) JPEG JPEG 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 Halperin, Ariel ariel.halperin@noaa.gov Email preferred. distributor https://accession.nodc.noaa.gov/0210811 WWW:LINK-1.0-http--link SfM_MarineDebris_BeforeImages_PHR_2018 Benthic imagery collected using a Structure from Motion (SfM) approach during in-water marine debris swim surveys "before" the fishing net was removed from the reef. Surveys were conducted by the NOAA Fisheries Ecosystem Sciences Division at coral reef sites entangled with derelict fishing nets at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2018. Photos are organized by site in the "Before Images" folder. See Before Images metadata file for site information. download https://accession.nodc.noaa.gov/0210812 WWW:LINK-1.0-http--link SfM_MarineDebris_AfterImages_PHR_2018 Benthic imagery collected using a Structure from Motion (SfM) approach during in-water marine debris swim surveys "after" the fishing net was removed from the reef. Surveys were conducted by the NOAA Fisheries Ecosystem Sciences Division at coral reef sites entangled with derelict fishing nets at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2018. Photos are organized by site in the "After Images" folder. See After Images metadata file for site information. download https://accession.nodc.noaa.gov/0210740 WWW:LINK-1.0-http--link SfM_MarineDebris_ControlImages_PHR_2018 Benthic imagery collected using a Structure from Motion (SfM) approach during in-water marine debris swim surveys at "control sites" near fishing net removal sites. Surveys were conducted by the NOAA Fisheries Ecosystem Sciences Division at coral reef sites entangled with derelict fishing nets at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2018. Photos are organized by site in the "Control Images" folder. See Control Images metadata file for site information. download https://accession.nodc.noaa.gov/0210812 WWW:LINK-1.0-http--link SfM_MarineDebris_AfterImagesMetadata_PHR_2018.csv Metadata for benthic imagery collected using a Structure from Motion (SfM) approach during in-water marine debris swim surveys "after" the fishing net was removed from the reef. Surveys were conducted by the NOAA Fisheries Ecosystem Sciences Division at coral reef sites entangled with derelict fishing nets at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2018. download https://accession.nodc.noaa.gov/0210811 WWW:LINK-1.0-http--link SfM_MarineDebris_BeforeImagesMetadata_PHR_2018.csv Metadata for benthic imagery collected using a Structure from Motion (SfM) approach during in-water marine debris swim surveys "before" the fishing net was removed from the reef. Surveys were conducted by the NOAA Fisheries Ecosystem Sciences Division at coral reef sites entangled with derelict fishing nets at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2018. download https://accession.nodc.noaa.gov/0210740 WWW:LINK-1.0-http--link SfM_MarineDebris_ControlImagesMetadata_PHR_2018.csv Metadata for benthic imagery collected using a Structure from Motion (SfM) approach during in-water marine debris swim surveys at control sites near fishing net removal sites. Surveys were conducted by the NOAA Fisheries Ecosystem Sciences Division at coral reef sites entangled with derelict fishing nets at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2018. download https://accession.nodc.noaa.gov/0253649 WWW:LINK-1.0-http--link SfM_MarineDebris_ControlImages_PHR_2021 Benthic imagery collected using a Structure from Motion (SfM) approach during in-water marine debris swim surveys at "control sites" near fishing net removal sites. Surveys were conducted by the NOAA Fisheries Ecosystem Sciences Division at coral reef sites entangled with derelict fishing nets at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2021 Photos are organized by site in the "Control Images" folder. See Control Images metadata file (SfM_MarineDebris_ControlImagesMetadata_PHR_2021.csv) for site information. download https://accession.nodc.noaa.gov/0253648 WWW:LINK-1.0-http--link SfM_MarineDebris_ImpactImages_PHR_2021 Benthic imagery collected using a Structure from Motion (SfM) approach during in-water marine debris swim surveys. Surveys were conducted by the NOAA Fisheries Ecosystem Sciences Division at net-impact sites 3 years after derelict fishing nets were removed at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2021. Photos are organized by site in the "Impact Images" folder. See Impact Images metadata file (SfM_MarineDebris_ImpactImagesMetadata_PHR_2021.csv) for site information. download https://accession.nodc.noaa.gov/0253649 WWW:LINK-1.0-http--link SfM_MarineDebris_ControlImagesMetadata_PHR_2021.csv Metadata for benthic imagery collected at using a Structure from Motion (SfM) approach during in-water marine debris swim surveys. Surveys were conducted by the NOAA Fisheries Ecosystem Sciences Division at control coral reef sites at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2021. download https://accession.nodc.noaa.gov/0253648 WWW:LINK-1.0-http--link SfM_MarineDebris_ImpactImagesMetadata_PHR_2021.csv Metadata for benthic imagery collected using a Structure from Motion (SfM) approach during in-water marine debris swim surveys. Surveys were conducted by the NOAA Fisheries Ecosystem Sciences Division at net impact sites at Pearl and Hermes Atoll in the Northwestern Hawaiian Islands in 2021, three years post net-removal. download dataset Representativeness Derelict fishing nets tend to accumulate in certain locations inside the lagoon creating a spatial gradient from where net impacts are common, to locations where nets have never been observed. Our aim was to survey the lagoon equally across this gradient of high to low net prevalence to avoid bias in our impact assessment. We identified this prevalence gradient by plotting the locations of each net found between 2006 and 2014 during prior removal missions onto a 30 m x 30 m grid of all hard reef substrate areas within the lagoon. We then categorized each grid cell by the total number of surveys that occurred within the cell and the number of nets found within each grid cell. Based on this net prevalence information, five spatial zones were defined. The data set derived from the imagery is only as good as the images themselves; Images with poor resolution, poor lighting, extraneous objects (fins, etc), or blur were excluded from analysis. Accuracy Prior to conducting surveys, the SfM image collector was trained to swim in a crosshatch pattern to collect imagery with 60-80% overlap. Both classroom and field training were completed before any surveys were conducted. This training ensures that all SfM marine debris image collection was conducted consistently during the mission. A single experienced researcher was designated to collect all the Structure from Motion imagery and set up the plots. The images were collected by swimming a crosshatch pattern rather than a single pass to ensure no gaps occurred in the image collection. Completeness Report A minimum of three nets were selected for each Structure from Motion survey from each of the five zones if the net also fit within the additional selection criteria (~75% hard substrate within ~1-4 m depths and fits within 3 x 3 m structure from motion survey plot). A paired control site was selected for each net within the same zone (~50 m away from net-impact site for independence). Four control sites were deemed unusable as they did not meet the study design requirements for matching spatial zone or habitat type (i.e. > 75% hard substrate). In these cases, an existing control site within the same zone was used as a paired control. In total, 20 net-impact sites and 16 control sites were surveyed in 2018, and 12 of each net-impact and control sites were surveyed in 2021. Images that were blurred or had unnecessary objects (e.g., dive fins) were removed. Conceptual Consistency The same method of image collection was used at each surveyed site. Marine debris removal has been conducted by the Pacific Islands Fisheries Science Center's Ecosystem Sciences Division at the atolls, reefs and islands of Northwestern Hawaiian Islands since 1996. Standardized data collection has been implemented since 1999. Swim surveys are typically used in the comparatively high-relief and patchy lagoonal reef habitats. Survey areas are chosen based on regional reef morphology and past accumulation records. At each Structure from Motion (SfM) data collection site, a permanent 3 x 3 m plot was established around the center of the net. SfM images were taken underwater before and after net removal. The same method was also used at the paired control sites. Sites were relocated and reimaged in 2021. This step describes the initial site survey in 2018. The swim survey method was developed for surveys in lagoonal, reticulated reef areas. During swim surveys, two or more divers swim across reefs to search for debris while being directed by personnel in small boats to follow pre-planned routes and are coordinated for maximum visual area covered. Survey areas and routes are chosen based on regional reef morphology and past accumulation records. Based on this net prevalence information, five spatial zones were defined. A minimum of three nets in each of the five zones were surveyed using a Structure from Motion (SfM) approach if the net also fit within the additional selection criteria (≥ 75% hard substrate and within ~1-4 m depths). Halperin, Ariel ariel.halperin@noaa.gov processor At each impact site established in 2018, a permanent 3 x 3 m plot was established around the center of the net by securing zip ties to the reef at each corner of the plot and taking a GPS location at the center. Depth measurements were recorded at each corner of the plot. Only nets that fit within the plot were selected for this study to allow rapid data collection of the Structure from Motion (SfM) imagery. In 2018, SfM images were taken underwater before net removal to record the extent of the reef covered by net. In both years, images were collected by snorkeling in a cross-hatch pattern over the plot at 1 m above the substrate to achieve image overlap of at least 60% (~580 images per site). JPEG images were collected using a Nikon SL2 digital camera in an underwater housing. Halperin, Ariel ariel.halperin@noaa.gov processor This step only occurred in 2018 when the net impact sites were established. Fishing nets were disentangled from the reef by hand or carefully cut using knives to free the net from the benthos in order to minimize impacts to the underlying habitat. A second series of "after" images were collected in the same manner as the first series of "before" images (i.e., before the fishing net was removed from the reef). Halperin, Ariel ariel.halperin@noaa.gov processor In 2018, a paired control site was selected for each net impacted site within the same zone (≥50 m away from net-impact site for independence). The same photogrammetry method was also used at the paired control sites (3 x 3 m plot). In 2021, each paired control site was relocated and reimaged. When the old control site could not be found, a new paired control site was established using the same criteria and reimaged. Halperin, Ariel ariel.halperin@noaa.gov processor Source Contribution: The structural complexity of coral reefs plays a major role in the biodiversity, productivity, and overall functionality of reef ecosystems. Conventional metrics with 2-dimensional properties are inadequate for characterization of reef structural complexity. A 3-dimensional (3D) approach can better quantify topography, rugosity and other structural characteristics that play an important role in the ecology of coral reef communities. Structure from Motion (SfM) is an emerging low-cost photogrammetric method for high-resolution 3D topographic reconstruction. This study utilized SfM 3D reconstruction software tools to create textured mesh models of a reef at French Frigate Shoals, an atoll in the Northwestern Hawaiian Islands. The reconstructed orthophoto and digital elevation model were then integrated with geospatial software in order to quantify metrics pertaining to 3D complexity. The resulting data provided high-resolution physical properties of coral colonies that were then combined with live cover to accurately characterize the reef as a living structure. The 3D reconstruction of reef structure and complexity can be integrated with other physiological and ecological parameters in future research to develop reliable ecosystem models and improve capacity to monitor changes in the health and function of coral reef ecosystems. Burns J, Delparte D, Gates R, Takabayashi M. 2015. Integrating structure-from-motion photogrammetry with geospatial software as a novel technique for quantifying 3D ecological characteristics of coral reefs. PeerJ 3:e1077 2015-07-07 publication https://doi.org/10.7717/peerj.1077 WWW:LINK-1.0-http--link PeerJ Source Citation URL information Source Contribution: Large amounts of derelict fishing gear accumulate and cause damage to shallow coral reefs of the Northwestern Hawaiian Islands (NWHI). To facilitate maintenance of reefs cleaned during 1996–2005 removal efforts, we identify likely high-density debris areas by assessing reef characteristics (depth, benthic habitat type, and energy regime) that influence sub-regional debris accumulation. Previously cleaned backreef and lagoonal reefs at two NWHI locations were resurveyed for accumulated debris using two survey methods. Accumulated debris densities and weights were found to be greater in lagoonal reef areas. Sample weight-based debris densities are extrapolated to similar habitats throughout the NWHI using a spatial ‘net habitat’ dataset created by generalizing IKONOS satellite derivatives for depth and habitat classification. Prediction accuracy for this dataset is tested using historical debris point data. Annual NWHI debris accumulation is estimated to be 52.0 metric tonnes. For planning purposes, individual NWHI atolls/reefs are allotted a proportion of this total. Dameron, O. J., Parke, M., Albins, M. A., & Brainard, R. (2007). Marine debris accumulation in the Northwestern Hawaiian Islands: an examination of rates and processes. Marine Pollution Bulletin, 54(4), 423-433. 2007-01-10 publication https://doi.org/10.1016/j.marpolbul.2006.11.019 WWW:LINK-1.0-http--link Marine Pollution Bulletin Source Citation URL information Source Contribution: This document provides detailed procedures for collecting and processing imagery using Structure-from-Motion techniques developed by Ecosystem Sciences Division (ESD) in collaboration with Scripps Institution of Oceanography and the University of Hawaii at Hilo. These procedures are designed to efficiently generate coral demographic and benthic community metrics across the broad spatial scale of the Pacific Rapid Assessment and Monitoring Program. This pipeline consists of four key steps: (1) Image collection by SCUBA divers, (2) Data management, post-processing, and QC, (3) Generating 3-D models and 2-D orthophotos in Agisoft Metashape, and (4) Extracting demographic data in ArcMap. This SOP is the result of comprehensive testing of different camera systems, collection techniques, and software. While the following procedures are designed to meet ESD needs, we primarily use commercially available cameras and software, making these methods adaptable based on programmatic capacity and needs. Suka R, Asbury M, Couch C, Gray A, Winston M, Oliver T. 2019. Processing Photomosaic Imagery of Coral Reefs Using Structure-from-Motion Standard Operating Procedures. U.S. Dept. of Commerce, NOAA Technical Memorandum NOAA-TM-NMFS-PIFSC-93, 54 p. doi:10.25923/h2q8-jv47 2019-12-30 publication Pacific Islands Fisheries Science Center https://doi.org/10.25923/h2q8-jv47 WWW:LINK-1.0-http--link NOAA Institutional Repository NOAA technical memorandum NMFS PIFSC information originator Source Contribution: The remote and uninhabited Northwestern Hawaiian Islands (NWHI) contain 70% of the shallow water coral reefs in the United States and are regularly exposed to derelict fishing nets. These nets snag on the shallow reefs, damaging or killing benthic communities. However, no data exist to quantify this impact. Here we use a novel application of photogrammetry, Structure-from-Motion (SfM), to calculate benthic cover from mosaic images at net-impact and control sites. Net-impact sites had significantly higher cover of bare substrate, sand, and crustose coralline algae and significantly lower coral and macroalgae cover compared to control sites. These differences were unrelated to net size and fouling. Our study demonstrates the utility of using SfM to efficiently quantify impacts of derelict fishing nets. Revisiting these sites will be essential to document how the reef recovers to further our understanding of the lasting impacts of derelict fishing nets on coral reef habitats. Suka R, Huntington B, Morioka J, O’Brien K, Acoba T (2020) Successful application of a novel technique to quantify negative impacts of derelict fishing nets on Northwestern Hawaiian Island reefs. Mar Pollut Bull 157:111312 2020-06-01 publication Pacific Islands Fisheries Science Center https://doi.org/10.1016/j.marpolbul.2020.111312 WWW:LINK-1.0-http--link Marine Pollution Bulletin Marine Pollution Bulletin is concerned with the rational use of maritime and marine resources in estuaries, the seas and oceans, as well as with documenting marine pollution and introducing new forms of measurement and analysis. A wide range of topics are discussed as news, comment, reviews and research reports, not only on effluent disposal and pollution control, but also on the management, economic aspects and protection of the marine environment in general. information originator Source Contribution: The Papahānaumokuākea Marine National Monument (PMNM) includes all of the Northwestern Hawaiian Islands (NWHI) and encompasses 1,508,870 km2 (582,578 mi2) of the Pacific Ocean. Within the boundaries of the monument lie coral reefs, atolls, shoals, and seamounts, including 70% of all shallow-water coral reef habitats (<200 m) in the United States. The PMNM was named a World Heritage site in 2010 by the 34th session of the World Heritage Committee in recognition of its cultural and natural values (World Heritage Committee 2010). The extensive coral reefs found in the PMNM are home to more than 7,000 marine species, one-quarter of which are found only in the Hawaiian Archipelago (PMNM Webmaster 2019). Many of the islands and shallow-water environments in the PMNM are important habitats for rare species, such as the green sea turtle (listed as threatened under the U.S. Endangered Species Act) and Hawaiian monk seal (listed as endangered under the International Union for Conservation of Nature Red List and as endangered under the U.S. Endangered Species Act). The PMNM contains only 15 km2 of emergent land, but 14 million seabirds representing 22 species use this land as breeding and nesting grounds (PMNM Webmaster 2019). Land areas provide a home for four species of birds found nowhere else in the world, including one of the world’s most endangered ducks—the Laysan duck (PMNM Webmaster 2019). Suka R, Morioka J, Huntington B, O'Brien K, Acoba T. 2020. 2018 Marine Debris Removal and Assessment in the Northwestern Hawaiian Islands. Pacific Islands Fisheries Science Center, PIFSC Special Publication, SP-20-001, 8 p. https://doi.org/10.25923/f19b-je14. 2020-01-01 publication Pacific Islands Fisheries Science Center https://doi.org/10.25923/f19b-je14 WWW:LINK-1.0-http--link NOAA Institutional repository Booklet summarizing marine debris removal and research efforts in the Northwestern Hawaiian Islands in 2018 by Pacific Islands Fisheries Science Center information originator otherRestrictions otherRestrictions Access Constraints: None | Use Constraints: None