{"id":"https://openalex.org/W7221007384","doi":"https://doi.org/10.3389/fpls.2026.1953140","title":"Non-destructive estimation of individual buckwheat plant biomass using high-throughput phenotyping-derived canopy traits","display_name":"Non-destructive estimation of individual buckwheat plant biomass using high-throughput phenotyping-derived canopy traits","publication_year":2026,"publication_date":"2026-10-08","ids":{"openalex":"https://openalex.org/W7221007384","doi":"https://doi.org/10.3389/fpls.2026.1953140","pmid":"https://pubmed.ncbi.nlm.nih.gov/42923229","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13687041"},"language":"en","primary_location":{"id":"doi:10.3389/fpls.2026.1953140","doi":"https://doi.org/10.3389/fpls.2026.1953140","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpls.2026.1953140","pdf_url":"https://www.frontiersin.org/journals/plant-science/articles/10.3389/fpls.2026.1953140/pdf","source":{"id":"https://openalex.org/S2493613807","display_name":"Frontiers in Plant Science","issn_l":"1664-462X","issn":["1664-462X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Plant Science","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/plant-science/articles/10.3389/fpls.2026.1953140/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019152890","display_name":"Stephen Njehia Njane","orcid":"https://orcid.org/0000-0001-5772-5297","observed_orcids":["https://orcid.org/0000-0001-5772-5297"]},"institutions":[{"id":"https://openalex.org/I1323638106","display_name":"National Agriculture and Food Research Organization","ror":"https://ror.org/023v4bd62","country_code":"JP","type":"government","lineage":["https://openalex.org/I1323638106"]},{"id":"https://openalex.org/I4210094160","display_name":"Research Center for Agricultural Information Technology","ror":"https://ror.org/00pnc3s81","country_code":"JP","type":"facility","lineage":["https://openalex.org/I1323638106","https://openalex.org/I4210094160"]},{"id":"https://openalex.org/I4210124625","display_name":"Hokkaido Agricultural Research Center","ror":"https://ror.org/02bkd7d61","country_code":"JP","type":"facility","lineage":["https://openalex.org/I1323638106","https://openalex.org/I4210124625"]},{"id":"https://openalex.org/I4210167293","display_name":"National Agricultural Research Organisation","ror":"https://ror.org/05rmt1x67","country_code":"UG","type":"government","lineage":["https://openalex.org/I4210167293"]}],"countries":["JP","UG"],"is_corresponding":true,"raw_author_name":"Stephen Njehia Njane","raw_affiliation_strings":["Hokkaido Agricultural Research Center, National Agriculture and Food Research Organization (NARO)","Research Centre for Agricultural Information Technology, National Agriculture and Food Research Organization (NARO)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hokkaido Agricultural Research Center, National Agriculture and Food Research Organization (NARO)","institution_ids":["https://openalex.org/I1323638106","https://openalex.org/I4210124625"]},{"raw_affiliation_string":"Research Centre for Agricultural Information Technology, National Agriculture and Food Research Organization (NARO)","institution_ids":["https://openalex.org/I1323638106","https://openalex.org/I4210094160","https://openalex.org/I4210167293"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091710494","display_name":"Takashi Hara","orcid":"https://orcid.org/0000-0001-8857-0857","observed_orcids":["https://orcid.org/0000-0001-8857-0857"]},"institutions":[{"id":"https://openalex.org/I1323638106","display_name":"National Agriculture and Food Research Organization","ror":"https://ror.org/023v4bd62","country_code":"JP","type":"government","lineage":["https://openalex.org/I1323638106"]},{"id":"https://openalex.org/I4210124625","display_name":"Hokkaido Agricultural Research Center","ror":"https://ror.org/02bkd7d61","country_code":"JP","type":"facility","lineage":["https://openalex.org/I1323638106","https://openalex.org/I4210124625"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takashi Hara","raw_affiliation_strings":["Hokkaido Agricultural Research Center, National Agriculture and Food Research Organization (NARO)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hokkaido Agricultural Research Center, National Agriculture and Food Research Organization (NARO)","institution_ids":["https://openalex.org/I1323638106","https://openalex.org/I4210124625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025752000","display_name":"Kumpei Ota","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1323638106","display_name":"National Agriculture and Food Research Organization","ror":"https://ror.org/023v4bd62","country_code":"JP","type":"government","lineage":["https://openalex.org/I1323638106"]},{"id":"https://openalex.org/I4210124625","display_name":"Hokkaido Agricultural Research Center","ror":"https://ror.org/02bkd7d61","country_code":"JP","type":"facility","lineage":["https://openalex.org/I1323638106","https://openalex.org/I4210124625"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kumpei Ota","raw_affiliation_strings":["Hokkaido Agricultural Research Center, National Agriculture and Food Research Organization (NARO)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hokkaido Agricultural Research Center, National Agriculture and Food Research Organization (NARO)","institution_ids":["https://openalex.org/I1323638106","https://openalex.org/I4210124625"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103099230","display_name":"Hiroshi Nakagawa","orcid":"https://orcid.org/0000-0001-9562-5991","observed_orcids":["https://orcid.org/0000-0001-9562-5991"]},"institutions":[{"id":"https://openalex.org/I1323638106","display_name":"National Agriculture and Food Research Organization","ror":"https://ror.org/023v4bd62","country_code":"JP","type":"government","lineage":["https://openalex.org/I1323638106"]},{"id":"https://openalex.org/I4210094160","display_name":"Research Center for Agricultural Information Technology","ror":"https://ror.org/00pnc3s81","country_code":"JP","type":"facility","lineage":["https://openalex.org/I1323638106","https://openalex.org/I4210094160"]},{"id":"https://openalex.org/I4210167293","display_name":"National Agricultural Research Organisation","ror":"https://ror.org/05rmt1x67","country_code":"UG","type":"government","lineage":["https://openalex.org/I4210167293"]}],"countries":["JP","UG"],"is_corresponding":false,"raw_author_name":"Hiroshi Nakagawa","raw_affiliation_strings":["Research Centre for Agricultural Information Technology, National Agriculture and Food Research Organization (NARO)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre for Agricultural Information Technology, National Agriculture and Food Research Organization (NARO)","institution_ids":["https://openalex.org/I1323638106","https://openalex.org/I4210094160","https://openalex.org/I4210167293"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5019152890"],"corresponding_institution_ids":["https://openalex.org/I1323638106","https://openalex.org/I4210094160","https://openalex.org/I4210124625","https://openalex.org/I4210167293"],"apc_list":{"value":3150,"currency":"CHF","value_usd":3801},"apc_paid":{"value":3150,"currency":"CHF","value_usd":3801},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.71315901,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":null,"first_page":"1953140","last_page":"1953140"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.5717999935150146,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.5717999935150146,"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/T10616","display_name":"Smart Agriculture and AI","score":0.241799995303154,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T14365","display_name":"Leaf Properties and Growth Measurement","score":0.1720000058412552,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/buckwheat","display_name":"buckwheat","score":0.9990000128746033},{"id":"https://openalex.org/keywords/biomass-estimation","display_name":"biomass estimation","score":0.7490000128746033},{"id":"https://openalex.org/keywords/high-throughput-phenotyping","display_name":"high-throughput phenotyping","score":0.9079999923706055},{"id":"https://openalex.org/keywords/canopy-traits","display_name":"canopy traits","score":0.8209999799728394},{"id":"https://openalex.org/keywords/volume-index","display_name":"volume index","score":0.8169999718666077},{"id":"https://openalex.org/keywords/crop-height","display_name":"crop height","score":0.6359999775886536},{"id":"https://openalex.org/keywords/canopy-cover","display_name":"canopy cover","score":0.656000018119812},{"id":"https://openalex.org/keywords/non-destructive-biomass-estimation","display_name":"non-destructive biomass estimation","score":0.5910000205039978},{"id":"https://openalex.org/keywords/plant-growth-stages","display_name":"plant growth stages","score":0.5189999938011169}],"concepts":[{"id":"https://openalex.org/C115540264","wikidata":"https://www.wikidata.org/wiki/Q2945560","display_name":"Biomass (ecology)","level":2,"score":0.8598999977111816},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.6608999967575073},{"id":"https://openalex.org/C101000010","wikidata":"https://www.wikidata.org/wiki/Q5033434","display_name":"Canopy","level":2,"score":0.6413999795913696},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.5300999879837036},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.5174000263214111},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5069000124931335},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.49619999527931213},{"id":"https://openalex.org/C2993375840","wikidata":"https://www.wikidata.org/wiki/Q1134228","display_name":"Plant canopy","level":3,"score":0.4465999901294708},{"id":"https://openalex.org/C42060753","wikidata":"https://www.wikidata.org/wiki/Q16842156","display_name":"Biomass partitioning","level":3,"score":0.40939998626708984},{"id":"https://openalex.org/C183762234","wikidata":"https://www.wikidata.org/wiki/Q7598596","display_name":"Standing crop","level":3,"score":0.3901999890804291},{"id":"https://openalex.org/C3019152653","wikidata":"https://www.wikidata.org/wiki/Q186290","display_name":"Linear relationship","level":2,"score":0.3549000024795532},{"id":"https://openalex.org/C25989453","wikidata":"https://www.wikidata.org/wiki/Q446746","display_name":"Leaf area index","level":2,"score":0.3479999899864197},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3425000011920929},{"id":"https://openalex.org/C126343540","wikidata":"https://www.wikidata.org/wiki/Q889514","display_name":"Crop yield","level":2,"score":0.33000001311302185},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.3174000084400177},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.2888000011444092},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2822999954223633}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fpls.2026.1953140","doi":"https://doi.org/10.3389/fpls.2026.1953140","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpls.2026.1953140","pdf_url":"https://www.frontiersin.org/journals/plant-science/articles/10.3389/fpls.2026.1953140/pdf","source":{"id":"https://openalex.org/S2493613807","display_name":"Frontiers in Plant Science","issn_l":"1664-462X","issn":["1664-462X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Plant Science","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13687041","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13687041/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13687041/pdf/fpls-17-1953140.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Front Plant Sci","raw_type":"Text"},{"id":"pmid:42923229","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42923229","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in plant science","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:72bbe09b350a4b5483f00f4de3a6a634","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/72bbe09b350a4b5483f00f4de3a6a634","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Plant Science, Vol 17 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fpls.2026.1953140","doi":"https://doi.org/10.3389/fpls.2026.1953140","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpls.2026.1953140","pdf_url":"https://www.frontiersin.org/journals/plant-science/articles/10.3389/fpls.2026.1953140/pdf","source":{"id":"https://openalex.org/S2493613807","display_name":"Frontiers in Plant Science","issn_l":"1664-462X","issn":["1664-462X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Plant Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.991100013256073,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1666536545","display_name":null,"funder_award_id":"JPJ011937","funder_id":"https://openalex.org/F4320335209","funder_display_name":"Bio-oriented Technology Research Advancement Institution"}],"funders":[{"id":"https://openalex.org/F4320335209","display_name":"Bio-oriented Technology Research Advancement Institution","ror":"https://ror.org/02f62sy66"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7221007384.pdf","grobid_xml":"https://content.openalex.org/works/W7221007384.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1783989931","https://openalex.org/W1972770255","https://openalex.org/W2036883296","https://openalex.org/W2041382957","https://openalex.org/W2043847538","https://openalex.org/W2049861378","https://openalex.org/W2101267435","https://openalex.org/W2154700052","https://openalex.org/W2300209013","https://openalex.org/W2336742665","https://openalex.org/W2757882997","https://openalex.org/W2790984304","https://openalex.org/W2792508581","https://openalex.org/W2883315486","https://openalex.org/W2899270403","https://openalex.org/W3000901543","https://openalex.org/W3006338461","https://openalex.org/W3109709175","https://openalex.org/W3127708744","https://openalex.org/W3129677022","https://openalex.org/W3217350008","https://openalex.org/W4200370308","https://openalex.org/W4310034957","https://openalex.org/W4377096793","https://openalex.org/W4385506254","https://openalex.org/W4386370121","https://openalex.org/W4393953370","https://openalex.org/W4394604391","https://openalex.org/W4400234491","https://openalex.org/W4409277150","https://openalex.org/W4411434733","https://openalex.org/W4415283001"],"related_works":["https://openalex.org/W6964884362","https://openalex.org/W4296196218","https://openalex.org/W2751050921","https://openalex.org/W2770281099","https://openalex.org/W2552832943","https://openalex.org/W4412846007","https://openalex.org/W2950477222","https://openalex.org/W2402721693","https://openalex.org/W4399013022","https://openalex.org/W2626404034"],"abstract_inverted_index":{"In":[0],"this":[1],"research,":[2],"we":[3],"aim":[4],"to":[5,31,37,94,101],"develop":[6],"a":[7,174,196],"technique":[8],"for":[9,78,202],"estimating":[10],"biomass":[11,84,92,154,171,208],"of":[12,47,69,74,103,179,206],"individual":[13],"buckwheat":[14],"from":[15],"high-throughput":[16],"phenotyping":[17,27],"derived":[18],"crop":[19,22,39,97],"traits":[20,98],"(HTP-derived":[21],"traits).":[23],"A":[24,83],"tractor-mounted":[25],"multi-camera":[26],"system":[28,50],"was":[29,51,87,109],"utilised":[30],"take":[32],"images":[33],"which":[34],"were":[35],"processed":[36],"generate":[38],"height,":[40],"volume":[41,163,193],"index":[42,164],"and":[43,76,80,99,114,123,126,137,172,198],"coverage.":[44],"The":[45,140],"accuracy":[46,176],"the":[48,118,127,132,159,166,180],"imaging":[49],"first":[52],"validated":[53],"by":[54,90],"comparing":[55],"image-derived":[56],"plant":[57],"height":[58],"with":[59,65,169],"manual":[60],"measurements,":[61],"showing":[62],"strong":[63],"agreement":[64],"high":[66],"linear":[67],"coefficients":[68],"determination":[70],"(R":[71],"2":[72],")":[73],"0.95":[75],"0.93":[77],"\u201c18sd-1\u201d":[79],"\u201cKitamitsuki\u201d,":[81],"respectively.":[82],"estimation":[85,108,205],"model":[86,120,129,142],"then":[88],"developed":[89],"relating":[91],"accumulation":[93,155],"estimated":[95],"HTP-derived":[96,161,189],"compared":[100],"that":[102,146,178,188],"Monteith-based":[104],"RUE":[105,183],"framework.":[106,184],"Biomass":[107],"evaluated":[110,160],"using":[111],"one-stage,":[112],"two-stage,":[113],"three-stage":[115,128,141],"models,":[116],"where":[117],"two-stage":[119],"separated":[121],"pre-":[122],"post-flowering":[124],"periods":[125],"further":[130],"divided":[131],"pre-flowering":[133],"period":[134],"into":[135],"early":[136],"mid-growth":[138],"stages.":[139],"improved":[143],"performance,":[144],"indicating":[145],"developmental":[147],"stage":[148],"should":[149],"be":[150],"considered":[151],"when":[152],"modelling":[153],"in":[156,209],"buckwheat.":[157,210],"Among":[158],"traits,":[162,191],"showed":[165,173],"strongest":[167],"association":[168],"measured":[170],"similar":[175],"as":[177],"conventional":[181],"coverage-based":[182],"These":[185],"results":[186],"demonstrate":[187],"structural":[190],"particularly":[192],"index,":[194],"provide":[195],"practical":[197],"biologically":[199],"interpretable":[200],"approach":[201],"repeated,":[203],"non-destructive":[204],"individual-plant":[207]},"counts_by_year":[],"updated_date":"2026-10-29T09:56:32.521200","created_date":"2026-10-09T00:00:00"}
