{"id":"https://openalex.org/W4292265184","doi":"https://doi.org/10.3390/rs14163976","title":"Detecting Vegetation to Open Water Transitions in a Subtropical Wetland Landscape from Historical Panchromatic Aerial Photography and Multispectral Satellite Imagery","display_name":"Detecting Vegetation to Open Water Transitions in a Subtropical Wetland Landscape from Historical Panchromatic Aerial Photography and Multispectral Satellite Imagery","publication_year":2022,"publication_date":"2022-08-16","ids":{"openalex":"https://openalex.org/W4292265184","doi":"https://doi.org/10.3390/rs14163976"},"language":"en","primary_location":{"id":"doi:10.3390/rs14163976","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14163976","pdf_url":"https://www.mdpi.com/2072-4292/14/16/3976/pdf?version=1660644489","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/14/16/3976/pdf?version=1660644489","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004198302","display_name":"Lukas Lamb\u2010Wotton","orcid":"https://orcid.org/0000-0002-0712-9005"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Lukas M. Lamb","raw_affiliation_strings":["Department of Biological Sciences, Florida International University, Miami, FL 33199, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biological Sciences, Florida International University, Miami, FL 33199, USA","institution_ids":["https://openalex.org/I19700959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011254229","display_name":"Daniel Gann","orcid":"https://orcid.org/0000-0001-6131-3391"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Gann","raw_affiliation_strings":["Department of Biological Sciences, Florida International University, Miami, FL 33199, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biological Sciences, Florida International University, Miami, FL 33199, USA","institution_ids":["https://openalex.org/I19700959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018033425","display_name":"Jesse T. Velazquez","orcid":"https://orcid.org/0000-0001-9850-6058"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jesse T. Velazquez","raw_affiliation_strings":["Department of Biological Sciences, Florida International University, Miami, FL 33199, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biological Sciences, Florida International University, Miami, FL 33199, USA","institution_ids":["https://openalex.org/I19700959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060291349","display_name":"Tiffany G. Troxler","orcid":null},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tiffany G. Troxler","raw_affiliation_strings":["Department of Earth and Environment, Florida International University, Miami, FL 33199, USA"],"affiliations":[{"raw_affiliation_string":"Department of Earth and Environment, Florida International University, Miami, FL 33199, USA","institution_ids":["https://openalex.org/I19700959"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5004198302"],"corresponding_institution_ids":["https://openalex.org/I19700959"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.6782,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.71105151,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"14","issue":"16","first_page":"3976","last_page":"3976"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10779","display_name":"Coastal wetland ecosystem dynamics","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10779","display_name":"Coastal wetland ecosystem dynamics","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10319","display_name":"Conservation, Biodiversity, and Resource Management","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/panchromatic-film","display_name":"Panchromatic film","score":0.9400801658630371},{"id":"https://openalex.org/keywords/wetland","display_name":"Wetland","score":0.7720219492912292},{"id":"https://openalex.org/keywords/satellite-imagery","display_name":"Satellite imagery","score":0.7230150699615479},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.6872787475585938},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.669632613658905},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.6257767081260681},{"id":"https://openalex.org/keywords/aerial-photography","display_name":"Aerial photography","score":0.6097177267074585},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5301535725593567},{"id":"https://openalex.org/keywords/aerial-imagery","display_name":"Aerial imagery","score":0.4532438814640045},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.44416800141334534},{"id":"https://openalex.org/keywords/thresholding","display_name":"Thresholding","score":0.44389939308166504},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.36317121982574463},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.34616735577583313},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.28706836700439453},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.19925230741500854},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.1608203649520874},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15404489636421204},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.06902912259101868}],"concepts":[{"id":"https://openalex.org/C107445234","wikidata":"https://www.wikidata.org/wiki/Q280995","display_name":"Panchromatic film","level":3,"score":0.9400801658630371},{"id":"https://openalex.org/C67715294","wikidata":"https://www.wikidata.org/wiki/Q170321","display_name":"Wetland","level":2,"score":0.7720219492912292},{"id":"https://openalex.org/C2778102629","wikidata":"https://www.wikidata.org/wiki/Q725252","display_name":"Satellite imagery","level":2,"score":0.7230150699615479},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.6872787475585938},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.669632613658905},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.6257767081260681},{"id":"https://openalex.org/C133214962","wikidata":"https://www.wikidata.org/wiki/Q191839","display_name":"Aerial photography","level":2,"score":0.6097177267074585},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5301535725593567},{"id":"https://openalex.org/C2987819851","wikidata":"https://www.wikidata.org/wiki/Q191839","display_name":"Aerial imagery","level":2,"score":0.4532438814640045},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.44416800141334534},{"id":"https://openalex.org/C191178318","wikidata":"https://www.wikidata.org/wiki/Q2256906","display_name":"Thresholding","level":3,"score":0.44389939308166504},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.36317121982574463},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.34616735577583313},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.28706836700439453},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.19925230741500854},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.1608203649520874},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15404489636421204},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.06902912259101868},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs14163976","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14163976","pdf_url":"https://www.mdpi.com/2072-4292/14/16/3976/pdf?version=1660644489","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:16ab26e29e504cae8c9dcabaff6e1444","is_oa":true,"landing_page_url":"https://doaj.org/article/16ab26e29e504cae8c9dcabaff6e1444","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 14, Iss 16, p 3976 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/16/3976/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14163976","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14163976","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14163976","pdf_url":"https://www.mdpi.com/2072-4292/14/16/3976/pdf?version=1660644489","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7799999713897705,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309993","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4292265184.pdf","grobid_xml":"https://content.openalex.org/works/W4292265184.grobid-xml"},"referenced_works_count":83,"referenced_works":["https://openalex.org/W36401000","https://openalex.org/W40526522","https://openalex.org/W61869430","https://openalex.org/W1610015390","https://openalex.org/W1662323679","https://openalex.org/W1940482272","https://openalex.org/W1964217023","https://openalex.org/W1967930305","https://openalex.org/W1971637299","https://openalex.org/W1972815027","https://openalex.org/W1976029164","https://openalex.org/W1986391213","https://openalex.org/W1987111002","https://openalex.org/W1987443608","https://openalex.org/W1992811151","https://openalex.org/W1997235377","https://openalex.org/W1999803596","https://openalex.org/W2000613913","https://openalex.org/W2011500029","https://openalex.org/W2016210360","https://openalex.org/W2018627383","https://openalex.org/W2025482992","https://openalex.org/W2027652188","https://openalex.org/W2034693201","https://openalex.org/W2036297749","https://openalex.org/W2043910231","https://openalex.org/W2060771296","https://openalex.org/W2071238544","https://openalex.org/W2077509829","https://openalex.org/W2087111199","https://openalex.org/W2089441588","https://openalex.org/W2094677081","https://openalex.org/W2095771309","https://openalex.org/W2103366601","https://openalex.org/W2107409402","https://openalex.org/W2111332743","https://openalex.org/W2113283209","https://openalex.org/W2116009121","https://openalex.org/W2126154792","https://openalex.org/W2134336843","https://openalex.org/W2138577155","https://openalex.org/W2147879111","https://openalex.org/W2155439653","https://openalex.org/W2157954204","https://openalex.org/W2159911025","https://openalex.org/W2261059368","https://openalex.org/W2481315980","https://openalex.org/W2508682282","https://openalex.org/W2518098367","https://openalex.org/W2561532518","https://openalex.org/W2573415952","https://openalex.org/W2594566730","https://openalex.org/W2604409186","https://openalex.org/W2765320644","https://openalex.org/W2771185235","https://openalex.org/W2776305546","https://openalex.org/W2783645526","https://openalex.org/W2793011121","https://openalex.org/W2810861017","https://openalex.org/W2884098542","https://openalex.org/W2890523706","https://openalex.org/W2898683965","https://openalex.org/W2911964244","https://openalex.org/W2913728143","https://openalex.org/W2920472996","https://openalex.org/W2929844828","https://openalex.org/W2972082039","https://openalex.org/W2982013186","https://openalex.org/W3029554364","https://openalex.org/W3046779040","https://openalex.org/W3084372290","https://openalex.org/W3086278022","https://openalex.org/W3126336810","https://openalex.org/W4281843628","https://openalex.org/W6601502559","https://openalex.org/W6646836227","https://openalex.org/W6655012520","https://openalex.org/W6677478985","https://openalex.org/W6682970952","https://openalex.org/W6722046048","https://openalex.org/W6730691116","https://openalex.org/W6769764061","https://openalex.org/W6795848648"],"related_works":["https://openalex.org/W48989663","https://openalex.org/W1967266522","https://openalex.org/W3205848368","https://openalex.org/W3175687857","https://openalex.org/W1525795913","https://openalex.org/W2975420069","https://openalex.org/W2976105433","https://openalex.org/W4251840164","https://openalex.org/W3035955015","https://openalex.org/W2909503674"],"abstract_inverted_index":{"Over":[0],"the":[1,43,50,55,89,98,103,113,141,149,220,236,243],"last":[2,51],"century,":[3],"direct":[4],"human":[5],"modification":[6],"has":[7],"been":[8],"a":[9,24,92,120,128,156,196,214],"major":[10],"driver":[11],"of":[12,20,45,57,115,130,148,198,216,222,240,245],"coastal":[13],"wetland":[14,21,46,79,94,184],"degradation,":[15],"resulting":[16],"in":[17,38,77,88,102,160,189,234],"widespread":[18],"losses":[19],"vegetation":[22,47,80,117,185],"and":[23,70,81,111,144,152,194,227],"transition":[25],"to":[26,106,125,182],"open":[27,82,161,187],"water.":[28],"High-resolution":[29],"satellite":[30,109,145],"imagery":[31,110],"is":[32,203],"widely":[33],"available":[34],"for":[35,127,242],"monitoring":[36],"changes":[37],"present-day":[39],"wetlands;":[40],"however,":[41],"understanding":[42],"rates":[44],"loss":[48,118],"over":[49,119],"century":[52],"depends":[53],"on":[54,224],"use":[56],"historical":[58,85,104,142],"panchromatic":[59,86,191],"aerial":[60,192],"photographs.":[61],"In":[62],"this":[63],"study,":[64],"we":[65],"compared":[66,97],"manual":[67],"image":[68],"thresholding":[69],"an":[71],"automated":[72],"machine":[73],"learning":[74],"(ML)":[75],"method":[76,151],"detecting":[78,116],"water":[83,162,188],"from":[84,186],"photographs":[87,105,143,193],"Florida":[90],"Everglades,":[91],"subtropical":[93],"landscape.":[95],"We":[96,154],"same":[99],"classes":[100],"delineated":[101],"2012":[107],"multispectral":[108],"assessed":[112],"accuracy":[114,226],"72":[121],"year":[122],"timescale":[123],"(1940":[124],"2012)":[126],"range":[129,215],"minimum":[131],"mapping":[132],"units":[133],"(MMUs).":[134],"Overall,":[135],"classification":[136,150,177],"accuracies":[137,169],"were":[138],"&gt;95%":[139],"across":[140,164],"imagery,":[146],"regardless":[147],"MMUs.":[153],"detected":[155],"2.3\u20132.7":[157],"ha":[158],"increase":[159],"pixels":[163],"all":[165],"change":[166,206,228],"maps":[167],"(overall":[168],"&gt;":[170],"95%).":[171],"Our":[172],"analysis":[173,241],"demonstrated":[174],"that":[175,195],"ML":[176],"methods":[178],"can":[179,218],"be":[180],"used":[181],"delineate":[183],"low-quality,":[190],"combination":[197],"images":[199],"with":[200,205],"different":[201],"resolutions":[202],"compatible":[204],"detection.":[207],"The":[208],"study":[209],"also":[210],"highlights":[211],"how":[212],"evaluating":[213],"MMUs":[217],"identify":[219],"effect":[221],"scale":[223,239],"detection":[225],"class":[229],"estimates":[230],"as":[231,233],"well":[232],"determining":[235],"most":[237],"relevant":[238],"process":[244],"interest.":[246]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
