{"id":"https://openalex.org/W4200482539","doi":"https://doi.org/10.3390/rs13244985","title":"UAV-Based Mapping of Banana Land Area for Village-Level Decision-Support in Rwanda","display_name":"UAV-Based Mapping of Banana Land Area for Village-Level Decision-Support in Rwanda","publication_year":2021,"publication_date":"2021-12-08","ids":{"openalex":"https://openalex.org/W4200482539","doi":"https://doi.org/10.3390/rs13244985"},"language":"en","primary_location":{"id":"doi:10.3390/rs13244985","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13244985","pdf_url":"https://www.mdpi.com/2072-4292/13/24/4985/pdf?version=1638961269","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/2072-4292/13/24/4985/pdf?version=1638961269","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049279449","display_name":"Regina Kilwenge","orcid":"https://orcid.org/0000-0002-8197-6018"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Regina Kilwenge","raw_affiliation_strings":["International Institute of Tropical Agriculture (IITA), KG 563 ST, Kigali P.O. Box 1269, Rwanda"],"affiliations":[{"raw_affiliation_string":"International Institute of Tropical Agriculture (IITA), KG 563 ST, Kigali P.O. Box 1269, Rwanda","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005303769","display_name":"Julius Adewopo","orcid":"https://orcid.org/0000-0003-4831-2823"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Julius Adewopo","raw_affiliation_strings":["International Institute of Tropical Agriculture (IITA), KG 563 ST, Kigali P.O. Box 1269, Rwanda"],"affiliations":[{"raw_affiliation_string":"International Institute of Tropical Agriculture (IITA), KG 563 ST, Kigali P.O. Box 1269, Rwanda","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006216320","display_name":"Zhanli Sun","orcid":"https://orcid.org/0000-0001-6204-4533"},"institutions":[{"id":"https://openalex.org/I4210130544","display_name":"Leibniz Institute of Agricultural Development in Transition Economies","ror":"https://ror.org/03hkr1v69","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210130544"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Zhanli Sun","raw_affiliation_strings":["Leibniz Institute of Agricultural Development in Transition Economies (IAMO), 06120 Halle (Saale), Germany"],"affiliations":[{"raw_affiliation_string":"Leibniz Institute of Agricultural Development in Transition Economies (IAMO), 06120 Halle (Saale), Germany","institution_ids":["https://openalex.org/I4210130544"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067908583","display_name":"Marc Schut","orcid":"https://orcid.org/0000-0002-3361-4581"},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marc Schut","raw_affiliation_strings":["International Institute of Tropical Agriculture (IITA), KG 563 ST, Kigali P.O. Box 1269, Rwanda","Knowledge, Technology and Innovation Group, Wageningen University, P.O. Box 8130, 6700 EW Wageningen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"International Institute of Tropical Agriculture (IITA), KG 563 ST, Kigali P.O. Box 1269, Rwanda","institution_ids":[]},{"raw_affiliation_string":"Knowledge, Technology and Innovation Group, Wageningen University, P.O. Box 8130, 6700 EW Wageningen, The Netherlands","institution_ids":["https://openalex.org/I913481162"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5005303769"],"corresponding_institution_ids":[],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.2394,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.78916449,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"13","issue":"24","first_page":"4985","last_page":"4985"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9965999722480774,"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"}},"topics":[{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9965999722480774,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9965000152587891,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/food-security","display_name":"Food security","score":0.5450192093849182},{"id":"https://openalex.org/keywords/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.5311639904975891},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.49893617630004883},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.4837091565132141},{"id":"https://openalex.org/keywords/cash-crop","display_name":"Cash crop","score":0.46100232005119324},{"id":"https://openalex.org/keywords/land-cover","display_name":"Land cover","score":0.4566783308982849},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4499717950820923},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.4458754062652588},{"id":"https://openalex.org/keywords/livelihood","display_name":"Livelihood","score":0.424961656332016},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.41688427329063416},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.4132623076438904},{"id":"https://openalex.org/keywords/agroforestry","display_name":"Agroforestry","score":0.41028040647506714},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.3817812204360962},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.347675085067749},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.332605242729187},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.24584490060806274},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.17670127749443054},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14340251684188843},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.11045199632644653}],"concepts":[{"id":"https://openalex.org/C549605437","wikidata":"https://www.wikidata.org/wiki/Q1229911","display_name":"Food security","level":3,"score":0.5450192093849182},{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.5311639904975891},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.49893617630004883},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.4837091565132141},{"id":"https://openalex.org/C129225989","wikidata":"https://www.wikidata.org/wiki/Q932139","display_name":"Cash crop","level":3,"score":0.46100232005119324},{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.4566783308982849},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4499717950820923},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.4458754062652588},{"id":"https://openalex.org/C3987366","wikidata":"https://www.wikidata.org/wiki/Q6658164","display_name":"Livelihood","level":3,"score":0.424961656332016},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.41688427329063416},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.4132623076438904},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.41028040647506714},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.3817812204360962},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.347675085067749},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.332605242729187},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.24584490060806274},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.17670127749443054},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14340251684188843},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.11045199632644653},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3390/rs13244985","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13244985","pdf_url":"https://www.mdpi.com/2072-4292/13/24/4985/pdf?version=1638961269","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:econstor.eu:10419/248701","is_oa":true,"landing_page_url":"http://hdl.handle.net/10419/248701","pdf_url":"http://hdl.handle.net/10419/248701","source":{"id":"https://openalex.org/S4306401696","display_name":"Econstor (Econstor)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"","raw_type":"doc-type:article"},{"id":"pmh:oai:RePEc:zbw:espost:248701","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:7747c3e181b544038d57685b6f92ff6b","is_oa":true,"landing_page_url":"https://doaj.org/article/7747c3e181b544038d57685b6f92ff6b","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 13, Iss 24, p 4985 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/24/4985/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13244985","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 13; Issue 24; Pages: 4985","raw_type":"Text"},{"id":"pmh:wur:oai:library.wur.nl:wurpubs/591213","is_oa":true,"landing_page_url":"https://research.wur.nl/en/publications/uav-based-mapping-of-banana-land-area-for-village-level-decision-","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, 13(24)","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/rs13244985","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13244985","pdf_url":"https://www.mdpi.com/2072-4292/13/24/4985/pdf?version=1638961269","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":[],"awards":[{"id":"https://openalex.org/G3473983145","display_name":null,"funder_award_id":"81219434","funder_id":"https://openalex.org/F4320326821","funder_display_name":"Deutsche Gesellschaft f\u00fcr Internationale Zusammenarbeit"},{"id":"https://openalex.org/G4031603469","display_name":null,"funder_award_id":"Livelihoods","funder_id":"https://openalex.org/F4320329182","funder_display_name":"Consortium of International Agricultural Research Centers"}],"funders":[{"id":"https://openalex.org/F4320326821","display_name":"Deutsche Gesellschaft f\u00fcr Internationale Zusammenarbeit","ror":"https://ror.org/00q08t645"},{"id":"https://openalex.org/F4320329182","display_name":"Consortium of International Agricultural Research Centers","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200482539.pdf","grobid_xml":"https://content.openalex.org/works/W4200482539.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1490137407","https://openalex.org/W1589330497","https://openalex.org/W1885078460","https://openalex.org/W1967400946","https://openalex.org/W1978034823","https://openalex.org/W1991361881","https://openalex.org/W2000179198","https://openalex.org/W2000613913","https://openalex.org/W2044651338","https://openalex.org/W2045801186","https://openalex.org/W2059523177","https://openalex.org/W2060433817","https://openalex.org/W2063623478","https://openalex.org/W2078619499","https://openalex.org/W2094677081","https://openalex.org/W2103653062","https://openalex.org/W2114828048","https://openalex.org/W2132424470","https://openalex.org/W2133620463","https://openalex.org/W2146497894","https://openalex.org/W2148772220","https://openalex.org/W2153820558","https://openalex.org/W2159601295","https://openalex.org/W2168809519","https://openalex.org/W2262752710","https://openalex.org/W2609044008","https://openalex.org/W2776146695","https://openalex.org/W2790566932","https://openalex.org/W2793423768","https://openalex.org/W2805161227","https://openalex.org/W2809472397","https://openalex.org/W2897017401","https://openalex.org/W2911964244","https://openalex.org/W2941418425","https://openalex.org/W2980522727","https://openalex.org/W2983056308","https://openalex.org/W2995803192","https://openalex.org/W3008279115","https://openalex.org/W3014372673","https://openalex.org/W3037264916","https://openalex.org/W3123343094","https://openalex.org/W3124295218","https://openalex.org/W3188465708","https://openalex.org/W4236137412","https://openalex.org/W6661792996","https://openalex.org/W6680164574","https://openalex.org/W6684606010","https://openalex.org/W6749181838"],"related_works":["https://openalex.org/W4318664220","https://openalex.org/W2771047279","https://openalex.org/W4388409104","https://openalex.org/W3207046288","https://openalex.org/W3023446922","https://openalex.org/W4324030030","https://openalex.org/W4392566681","https://openalex.org/W1980260791","https://openalex.org/W2021379394","https://openalex.org/W2020734820"],"abstract_inverted_index":{"Crop":[0],"monitoring":[1],"is":[2,31,41,73],"crucial":[3],"to":[4,75,195,203],"understand":[5],"crop":[6,27],"production":[7],"changes,":[8],"agronomic":[9],"practice":[10],"decision-support,":[11],"pests/diseases":[12],"mitigation,":[13],"and":[14,25,49,66,93,122,127,129,139,142,172,200],"developing":[15],"climate":[16],"change":[17],"adaptation":[18],"strategies.":[19],"Banana,":[20],"an":[21],"important":[22,74],"staple":[23],"food":[24,64],"cash":[26],"in":[28,55,63,107,188],"East":[29],"Africa,":[30],"threatened":[32],"by":[33,91],"Banana":[34],"Xanthomonas":[35],"Wilt":[36],"(BXW)":[37],"disease.":[38],"Yet,":[39],"there":[40],"no":[42],"up-to-date":[43],"information":[44],"about":[45],"the":[46,84],"spatial":[47,85],"distribution":[48],"extent":[50,86],"of":[51,70,87,160,190,198],"banana":[52,58,89,178,192],"lands,":[53],"especially":[54],"Rwanda,":[56],"where":[57],"plays":[59],"a":[60],"key":[61],"role":[62],"security":[65],"livelihood.":[67],"Therefore,":[68],"delineation":[69],"banana-cultivated":[71],"lands":[72],"prioritize":[76],"resource":[77],"allocation":[78],"for":[79,185,210],"optimal":[80],"productivity.":[81],"We":[82],"mapped":[83],"smallholder":[88],"farmlands":[90],"acquiring":[92],"processing":[94],"high-resolution":[95],"(25":[96],"cm/px)":[97],"multispectral":[98],"unmanned":[99],"aerial":[100],"vehicles":[101],"(UAV)":[102],"imageries,":[103],"across":[104],"four":[105],"villages":[106],"Rwanda.":[108],"Georeferenced":[109],"ground-truth":[110,148],"data":[111,121,149,161,206],"on":[112,146],"different":[113],"land":[114],"cover":[115],"classes":[116],"were":[117],"combined":[118],"with":[119,163,207],"reflectance":[120],"vegetation":[123],"indices":[124],"(NDVI,":[125],"GNDVI,":[126],"EVI2)":[128],"compared":[130],"using":[131],"pixel-based":[132],"supervised":[133],"multi-classifiers":[134],"(support":[135],"vector":[136],"models-SVM,":[137],"classification":[138],"regression":[140],"trees-CART,":[141],"random":[143],"forest\u2013RF),":[144],"based":[145],"varying":[147],"richness.":[150],"Results":[151],"show":[152],"that":[153],"RF":[154],"consistently":[155],"outperformed":[156],"other":[157],"classifiers":[158],"regardless":[159],"richness,":[162],"overall":[164],"accuracy":[165],"above":[166,170,175],"95%,":[167],"producer\u2019s/user\u2019s":[168],"accuracies":[169],"92%,":[171],"kappa":[173],"coefficient":[174],"0.94.":[176],"Estimated":[177],"farmland":[179],"areal":[180],"coverage":[181],"provides":[182],"concrete":[183],"baseline":[184],"extension-delivery":[186],"efforts":[187],"terms":[189],"targeting":[191],"farmers":[193],"relative":[194],"their":[196],"scale":[197],"production,":[199],"highlights":[201],"opportunity":[202],"combine":[204],"UAV-derived":[205],"machine-learning":[208],"methods":[209],"rapid":[211],"landcover":[212],"classification.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}