{"id":"https://openalex.org/W4288068855","doi":"https://doi.org/10.3390/rs14153582","title":"Evaluating the Performance of High Spatial Resolution UAV-Photogrammetry and UAV-LiDAR for Salt Marshes: The C\u00e1diz Bay Study Case","display_name":"Evaluating the Performance of High Spatial Resolution UAV-Photogrammetry and UAV-LiDAR for Salt Marshes: The C\u00e1diz Bay Study Case","publication_year":2022,"publication_date":"2022-07-26","ids":{"openalex":"https://openalex.org/W4288068855","doi":"https://doi.org/10.3390/rs14153582"},"language":"en","primary_location":{"id":"doi:10.3390/rs14153582","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14153582","pdf_url":"https://www.mdpi.com/2072-4292/14/15/3582/pdf?version=1659588153","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/2072-4292/14/15/3582/pdf?version=1659588153","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006731416","display_name":"Andrea Celeste Curcio","orcid":"https://orcid.org/0000-0002-3374-5151"},"institutions":[{"id":"https://openalex.org/I39147953","display_name":"Universidad de C\u00e1diz","ror":"https://ror.org/04mxxkb11","country_code":"ES","type":"education","lineage":["https://openalex.org/I39147953"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Andrea Celeste Curcio","raw_affiliation_strings":["Department of Earth Sciences, Faculty of Marine and Environmental Sciences, International Campus of Excellence in Marine Science (CEIMAR), University of Cadiz, 11510 Puerto Real, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Earth Sciences, Faculty of Marine and Environmental Sciences, International Campus of Excellence in Marine Science (CEIMAR), University of Cadiz, 11510 Puerto Real, Spain","institution_ids":["https://openalex.org/I39147953"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059074295","display_name":"Gloria Peralta","orcid":"https://orcid.org/0000-0002-0478-8929"},"institutions":[{"id":"https://openalex.org/I39147953","display_name":"Universidad de C\u00e1diz","ror":"https://ror.org/04mxxkb11","country_code":"ES","type":"education","lineage":["https://openalex.org/I39147953"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Gloria Peralta","raw_affiliation_strings":["Department of Biology, Faculty of Marine and Environmental Sciences, International Campus of Excellence in Marine Science (CEIMAR), University of Cadiz, 11510 Puerto Real, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Biology, Faculty of Marine and Environmental Sciences, International Campus of Excellence in Marine Science (CEIMAR), University of Cadiz, 11510 Puerto Real, Spain","institution_ids":["https://openalex.org/I39147953"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011054759","display_name":"Mar\u00eda Aranda","orcid":"https://orcid.org/0000-0003-1151-5686"},"institutions":[{"id":"https://openalex.org/I39147953","display_name":"Universidad de C\u00e1diz","ror":"https://ror.org/04mxxkb11","country_code":"ES","type":"education","lineage":["https://openalex.org/I39147953"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mar\u00eda Aranda","raw_affiliation_strings":["Department of Earth Sciences, Faculty of Marine and Environmental Sciences, International Campus of Excellence in Marine Science (CEIMAR), University of Cadiz, 11510 Puerto Real, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Earth Sciences, Faculty of Marine and Environmental Sciences, International Campus of Excellence in Marine Science (CEIMAR), University of Cadiz, 11510 Puerto Real, Spain","institution_ids":["https://openalex.org/I39147953"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011928504","display_name":"L. Barbero","orcid":"https://orcid.org/0000-0002-3513-2025"},"institutions":[{"id":"https://openalex.org/I39147953","display_name":"Universidad de C\u00e1diz","ror":"https://ror.org/04mxxkb11","country_code":"ES","type":"education","lineage":["https://openalex.org/I39147953"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Luis Barbero","raw_affiliation_strings":["Department of Earth Sciences, Faculty of Marine and Environmental Sciences, International Campus of Excellence in Marine Science (CEIMAR), University of Cadiz, 11510 Puerto Real, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Earth Sciences, Faculty of Marine and Environmental Sciences, International Campus of Excellence in Marine Science (CEIMAR), University of Cadiz, 11510 Puerto Real, Spain","institution_ids":["https://openalex.org/I39147953"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5006731416"],"corresponding_institution_ids":["https://openalex.org/I39147953"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":3.7221,"has_fulltext":true,"cited_by_count":47,"citation_normalized_percentile":{"value":0.93990392,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"14","issue":"15","first_page":"3582","last_page":"3582"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10779","display_name":"Coastal wetland ecosystem dynamics","score":0.988099992275238,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/lidar","display_name":"Lidar","score":0.9061625599861145},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.7656402587890625},{"id":"https://openalex.org/keywords/salt-marsh","display_name":"Salt marsh","score":0.7201818823814392},{"id":"https://openalex.org/keywords/photogrammetry","display_name":"Photogrammetry","score":0.6736404895782471},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.6160966157913208},{"id":"https://openalex.org/keywords/marsh","display_name":"Marsh","score":0.524291455745697},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47461381554603577},{"id":"https://openalex.org/keywords/digital-elevation-model","display_name":"Digital elevation model","score":0.47149842977523804},{"id":"https://openalex.org/keywords/wetland","display_name":"Wetland","score":0.4164823293685913},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.4134429395198822},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.17396235466003418},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.07992693781852722}],"concepts":[{"id":"https://openalex.org/C51399673","wikidata":"https://www.wikidata.org/wiki/Q504027","display_name":"Lidar","level":2,"score":0.9061625599861145},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7656402587890625},{"id":"https://openalex.org/C87441765","wikidata":"https://www.wikidata.org/wiki/Q29925","display_name":"Salt marsh","level":2,"score":0.7201818823814392},{"id":"https://openalex.org/C117455697","wikidata":"https://www.wikidata.org/wiki/Q190149","display_name":"Photogrammetry","level":2,"score":0.6736404895782471},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6160966157913208},{"id":"https://openalex.org/C67268981","wikidata":"https://www.wikidata.org/wiki/Q30198","display_name":"Marsh","level":3,"score":0.524291455745697},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47461381554603577},{"id":"https://openalex.org/C181843262","wikidata":"https://www.wikidata.org/wiki/Q640492","display_name":"Digital elevation model","level":2,"score":0.47149842977523804},{"id":"https://openalex.org/C67715294","wikidata":"https://www.wikidata.org/wiki/Q170321","display_name":"Wetland","level":2,"score":0.4164823293685913},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.4134429395198822},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.17396235466003418},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.07992693781852722},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs14153582","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14153582","pdf_url":"https://www.mdpi.com/2072-4292/14/15/3582/pdf?version=1659588153","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:rodin.uca.es:10498/27954","is_oa":true,"landing_page_url":"http://hdl.handle.net/10498/27954","pdf_url":"https://rodin.uca.es/bitstream/10498/27954/1/2022_578.pdf","source":{"id":"https://openalex.org/S4306400506","display_name":"RODIN (Universidad de C\u00e1diz)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39147953","host_organization_name":"Universidad de C\u00e1diz","host_organization_lineage":["https://openalex.org/I39147953"],"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, Vol. 14, N\u00fam. 15","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:d1461cc88d2c40519b7b798cd7a73dec","is_oa":true,"landing_page_url":"https://doaj.org/article/d1461cc88d2c40519b7b798cd7a73dec","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 15, p 3582 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/15/3582/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14153582","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; Volume 14; Issue 15; Pages: 3582","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14153582","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14153582","pdf_url":"https://www.mdpi.com/2072-4292/14/15/3582/pdf?version=1659588153","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":0.6499999761581421,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[{"id":"https://openalex.org/G2631452109","display_name":null,"funder_award_id":"(ERDF)","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G453067482","display_name":null,"funder_award_id":"014-2020","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G5634946813","display_name":null,"funder_award_id":"2014-2020","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G6660225447","display_name":null,"funder_award_id":"co-financed","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G8570012161","display_name":null,"funder_award_id":"unknown","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G8937893370","display_name":null,"funder_award_id":"2014-2020","funder_id":"https://openalex.org/F4320337753","funder_display_name":"Interreg"}],"funders":[{"id":"https://openalex.org/F4320325313","display_name":"Universidad de C\u00e1diz","ror":"https://ror.org/04mxxkb11"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320337753","display_name":"Interreg","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4288068855.pdf","grobid_xml":"https://content.openalex.org/works/W4288068855.grobid-xml"},"referenced_works_count":82,"referenced_works":["https://openalex.org/W273505309","https://openalex.org/W1496851858","https://openalex.org/W1530962786","https://openalex.org/W1905245130","https://openalex.org/W1928585742","https://openalex.org/W1974331217","https://openalex.org/W1978883191","https://openalex.org/W1980319608","https://openalex.org/W1999803596","https://openalex.org/W2001150117","https://openalex.org/W2001728909","https://openalex.org/W2006916357","https://openalex.org/W2015258183","https://openalex.org/W2015731309","https://openalex.org/W2019400639","https://openalex.org/W2020616664","https://openalex.org/W2027254180","https://openalex.org/W2027652188","https://openalex.org/W2028332996","https://openalex.org/W2038240787","https://openalex.org/W2046737638","https://openalex.org/W2056482671","https://openalex.org/W2057321544","https://openalex.org/W2073243051","https://openalex.org/W2085447740","https://openalex.org/W2089648522","https://openalex.org/W2089973764","https://openalex.org/W2110302680","https://openalex.org/W2113969896","https://openalex.org/W2126236168","https://openalex.org/W2141852662","https://openalex.org/W2142069533","https://openalex.org/W2152284301","https://openalex.org/W2193879634","https://openalex.org/W2337629111","https://openalex.org/W2345498906","https://openalex.org/W2346650846","https://openalex.org/W2506769801","https://openalex.org/W2509638468","https://openalex.org/W2511110815","https://openalex.org/W2527124905","https://openalex.org/W2527945865","https://openalex.org/W2531165281","https://openalex.org/W2563200911","https://openalex.org/W2574761815","https://openalex.org/W2604409186","https://openalex.org/W2626736357","https://openalex.org/W2735168135","https://openalex.org/W2789492941","https://openalex.org/W2794997102","https://openalex.org/W2807872703","https://openalex.org/W2892865542","https://openalex.org/W2892867977","https://openalex.org/W2895364538","https://openalex.org/W2895832000","https://openalex.org/W2917209362","https://openalex.org/W2921333384","https://openalex.org/W2982652103","https://openalex.org/W2993499344","https://openalex.org/W3000457862","https://openalex.org/W3005985007","https://openalex.org/W3013568510","https://openalex.org/W3044530642","https://openalex.org/W3044810680","https://openalex.org/W3082985050","https://openalex.org/W3084307276","https://openalex.org/W3109510788","https://openalex.org/W3115427474","https://openalex.org/W3132066934","https://openalex.org/W3139003984","https://openalex.org/W3161085427","https://openalex.org/W3171273825","https://openalex.org/W3187099179","https://openalex.org/W3196968202","https://openalex.org/W3198501928","https://openalex.org/W3214604493","https://openalex.org/W4200088537","https://openalex.org/W6629728819","https://openalex.org/W6704860897","https://openalex.org/W6724625946","https://openalex.org/W6725125904","https://openalex.org/W6769831787"],"related_works":["https://openalex.org/W2025846717","https://openalex.org/W4321490631","https://openalex.org/W1995875197","https://openalex.org/W1529817902","https://openalex.org/W1990285163","https://openalex.org/W42647753","https://openalex.org/W4379058339","https://openalex.org/W200481983","https://openalex.org/W2805946479","https://openalex.org/W4390472486"],"abstract_inverted_index":{"Salt":[0],"marshes":[1,187],"are":[2,9,222,259,331],"very":[3],"valuable":[4],"and":[5,8,19,72,75,85,96,123,165,198,219,236,295,328],"threatened":[6],"ecosystems,":[7],"challenging":[10],"to":[11,14,39,59,92,152,177,245,266,304],"study":[12],"due":[13],"their":[15,24],"difficulty":[16],"of":[17,23,46,52,63,109,130,192,195,204,226,243],"access":[18],"the":[20,61,88,98,106,110,116,128,146,189,193,202,205,224,269,280,287],"alterable":[21],"nature":[22],"soft":[25],"soil.":[26],"Remote":[27],"sensing":[28],"methods":[29,65],"in":[30,43,66,81,185,256],"unmanned":[31],"aerial":[32],"vehicles":[33],"(UAVs)":[34],"offer":[35],"a":[36,154,252,318],"great":[37],"opportunity":[38],"improve":[40],"our":[41,267],"knowledge":[42],"this":[44,227],"type":[45],"complex":[47],"habitat.":[48],"However,":[49],"further":[50,299],"analysis":[51],"UAV":[53],"technology":[54,316],"performance":[55,102],"is":[56,103,188,214,279,301],"still":[57,302],"required":[58,176],"standardize":[60],"application":[62,184],"these":[64],"salt":[67,82,186,211,276],"marshes.":[68],"This":[69,284],"work":[70,312],"evaluates":[71],"tunes":[73],"UAV-photogrammetry":[74,114],"UAV-LiDAR":[76,149,183,315],"techniques":[77],"for":[78,142,157,209,275,321],"high-resolution":[79,161],"applications":[80,278,324],"marsh":[83,212,277],"habitats,":[84],"also":[86,260],"analyzes":[87],"best":[89,99,288],"sensor":[90,273],"configuration":[91,274,285],"collect":[93],"reliable":[94,271],"data":[95,221],"generate":[97],"results.":[100],"The":[101,231,310],"evaluated":[104],"through":[105],"accuracy":[107],"assessment":[108],"corresponding":[111],"generated":[112],"products.":[113],"yields":[115],"highest":[117],"spatial":[118,293,327],"resolution":[119],"(1.25":[120],"cm/pixel)":[121,164],"orthomosaics":[122,162],"digital":[124,167],"models,":[125],"but":[126],"at":[127],"cost":[129],"large":[131],"files":[132],"that":[133,314],"require":[134],"long":[135],"processing":[136,296],"times,":[137],"making":[138],"it":[139],"applicable":[140],"only":[141],"small":[143],"areas.":[144],"On":[145],"other":[147],"hand,":[148],"has":[150,286],"proven":[151],"be":[153],"promising":[155],"tool":[156],"coastal":[158,322],"research,":[159],"providing":[160],"(2.7":[163],"high-accuracy":[166],"elevation":[168],"models":[169],"from":[170,240],"lighter":[171],"datasets,":[172],"with":[173,182],"less":[174],"time":[175],"process":[178],"them.":[179],"One":[180],"issue":[181],"limited":[190],"effectiveness":[191],"autoclassification":[194],"bare":[196],"ground":[197],"vegetated":[199],"surfaces,":[200],"since":[201],"scattering":[203],"LiDAR":[206,218,234,272],"point":[207],"clouds":[208],"both":[210],"surfaces":[213],"similar.":[215],"Fortunately,":[216],"when":[217,247],"multispectral":[220],"combined,":[223],"efficiency":[225],"step":[228],"improves":[229,239],"significantly.":[230],"correlation":[232],"between":[233,290],"measurements":[235],"field":[237],"values":[238,242],"R2":[241],"0.79":[244],"0.94":[246],"stable":[248],"reference":[249],"points":[250],"(i.e.,":[251],"few":[253],"additional":[254],"GCPs":[255],"rigid":[257],"infrastructures)":[258],"included":[261],"as":[262],"control":[263],"points.":[264],"According":[265],"results,":[268],"most":[270],"nadir":[281],"non-repetitive":[282],"combination.":[283],"balance":[289],"dataset":[291],"size,":[292],"resolution,":[294],"time.":[297],"Nevertheless,":[298],"research":[300,323],"needed":[303],"develop":[305],"accurate":[306],"canopy":[307],"height":[308],"models.":[309],"present":[311],"demonstrates":[313],"offers":[317],"suitable":[319],"solution":[320],"where":[325],"high":[326],"temporal":[329],"resolutions":[330],"required.":[332]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}