{"id":"https://openalex.org/W4286560074","doi":"https://doi.org/10.3389/fpls.2022.893357","title":"Selective transplantation method of leafy vegetable seedlings based on ResNet 18 network","display_name":"Selective transplantation method of leafy vegetable seedlings based on ResNet 18 network","publication_year":2022,"publication_date":"2022-07-22","ids":{"openalex":"https://openalex.org/W4286560074","doi":"https://doi.org/10.3389/fpls.2022.893357","pmid":"https://pubmed.ncbi.nlm.nih.gov/35937327","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9355090"},"language":"en","primary_location":{"id":"doi:10.3389/fpls.2022.893357","doi":"https://doi.org/10.3389/fpls.2022.893357","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpls.2022.893357","pdf_url":"https://www.frontiersin.org/articles/10.3389/fpls.2022.893357/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/articles/10.3389/fpls.2022.893357/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064048942","display_name":"Xin Jin","orcid":"https://orcid.org/0009-0000-2415-7860","observed_orcids":["https://orcid.org/0009-0000-2415-7860","https://orcid.org/0000-0001-8038-1701"]},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Jin","raw_affiliation_strings":["Collaborative Innovation Center of Machinery Equipment Advanced Manufacturing of Henan Province, Luoyang, China","College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China","Science & Technology Innovation Center for Completed Set Equipment, Longmen Laboratory, Luoyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Collaborative Innovation Center of Machinery Equipment Advanced Manufacturing of Henan Province, Luoyang, China","institution_ids":[]},{"raw_affiliation_string":"College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I167383011"]},{"raw_affiliation_string":"Science & Technology Innovation Center for Completed Set Equipment, Longmen Laboratory, Luoyang, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084785204","display_name":"Lumei Tang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lumei Tang","raw_affiliation_strings":["College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101621723","display_name":"Ruoshi Li","orcid":"https://orcid.org/0009-0002-8027-4695","observed_orcids":["https://orcid.org/0009-0002-8027-4695"]},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruoshi Li","raw_affiliation_strings":["College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006347648","display_name":"Jiangtao Ji","orcid":"https://orcid.org/0000-0003-0196-3135","observed_orcids":["https://orcid.org/0000-0003-0196-3135"]},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiangtao Ji","raw_affiliation_strings":["Collaborative Innovation Center of Machinery Equipment Advanced Manufacturing of Henan Province, Luoyang, China","College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Collaborative Innovation Center of Machinery Equipment Advanced Manufacturing of Henan Province, Luoyang, China","institution_ids":[]},{"raw_affiliation_string":"College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100374949","display_name":"Jing Liu","orcid":"https://orcid.org/0000-0001-8892-036X","observed_orcids":["https://orcid.org/0000-0001-8892-036X"]},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Liu","raw_affiliation_strings":["College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Agricultural Equipment Engineering, Henan University of Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I167383011"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5006347648"],"corresponding_institution_ids":["https://openalex.org/I167383011"],"apc_list":{"value":2950,"currency":"USD","value_usd":2950},"apc_paid":{"value":2950,"currency":"USD","value_usd":2950},"fwci":2.0931,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.86069039,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"13","issue":null,"first_page":"893357","last_page":"893357"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9994999766349792,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"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/lettuce-seedlings","display_name":"lettuce seedlings","score":0.9390000104904175},{"id":"https://openalex.org/keywords/seedling-screening","display_name":"seedling screening","score":0.8069999814033508},{"id":"https://openalex.org/keywords/resnet-18","display_name":"ResNet-18","score":0.8769999742507935},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.9909999966621399},{"id":"https://openalex.org/keywords/seedling-survival-rate","display_name":"seedling survival rate","score":0.7749999761581421},{"id":"https://openalex.org/keywords/background-removal","display_name":"background removal","score":0.6869999766349792}],"concepts":[{"id":"https://openalex.org/C2779342048","wikidata":"https://www.wikidata.org/wiki/Q356031","display_name":"Transplanting","level":3,"score":0.9502401351928711},{"id":"https://openalex.org/C2776096895","wikidata":"https://www.wikidata.org/wiki/Q1385709","display_name":"Seedling","level":2,"score":0.845380425453186},{"id":"https://openalex.org/C2781451354","wikidata":"https://www.wikidata.org/wiki/Q6508901","display_name":"Leafy","level":2,"score":0.7054056525230408},{"id":"https://openalex.org/C3017828787","wikidata":"https://www.wikidata.org/wiki/Q20134","display_name":"Leafy vegetables","level":2,"score":0.46239718794822693},{"id":"https://openalex.org/C144027150","wikidata":"https://www.wikidata.org/wiki/Q48803","display_name":"Horticulture","level":1,"score":0.44837746024131775},{"id":"https://openalex.org/C2911091166","wikidata":"https://www.wikidata.org/wiki/Q106419912","display_name":"Transplantation","level":2,"score":0.4408693313598633},{"id":"https://openalex.org/C2778631480","wikidata":"https://www.wikidata.org/wiki/Q17143022","display_name":"Research Object","level":2,"score":0.4235781729221344},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4165880084037781},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.34876492619514465},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.3464743494987488},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21798306703567505},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.20246151089668274},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12852957844734192},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07944333553314209},{"id":"https://openalex.org/C148383697","wikidata":"https://www.wikidata.org/wiki/Q1781695","display_name":"Regional science","level":1,"score":0.0},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fpls.2022.893357","doi":"https://doi.org/10.3389/fpls.2022.893357","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpls.2022.893357","pdf_url":"https://www.frontiersin.org/articles/10.3389/fpls.2022.893357/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":"pmid:35937327","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35937327","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:pubmedcentral.nih.gov:9355090","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9355090/","pdf_url":null,"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":"pmh:oai:doaj.org/article:0c7de394efd34302915561678a8660d6","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/0c7de394efd34302915561678a8660d6","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Plant Science, Vol 13 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fpls.2022.893357","doi":"https://doi.org/10.3389/fpls.2022.893357","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpls.2022.893357","pdf_url":"https://www.frontiersin.org/articles/10.3389/fpls.2022.893357/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":[{"id":"https://metadata.un.org/sdg/2","score":0.958299994468689,"display_name":"Zero hunger"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1520897395","display_name":null,"funder_award_id":"2021YFD2000700","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4245139493","display_name":null,"funder_award_id":"No. 51875175","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4432723176","display_name":null,"funder_award_id":"202300410124","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6186748100","display_name":null,"funder_award_id":"2021YFD2000700","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7492491390","display_name":null,"funder_award_id":"202300410124","funder_id":"https://openalex.org/F4320323845","funder_display_name":"Natural Science Foundation of Henan Province"},{"id":"https://openalex.org/G8511717388","display_name":null,"funder_award_id":"51875175","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323845","display_name":"Natural Science Foundation of Henan Province","ror":null},{"id":"https://openalex.org/F4320323970","display_name":"Ministry of Industry and Information Technology of the People's Republic of China","ror":"https://ror.org/0385nmy68"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4286560074.pdf","grobid_xml":"https://content.openalex.org/works/W4286560074.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2951145701","https://openalex.org/W2985886590","https://openalex.org/W3015562698","https://openalex.org/W3023057433","https://openalex.org/W3097728713","https://openalex.org/W3118549932","https://openalex.org/W3126149981","https://openalex.org/W3131542065","https://openalex.org/W3139017334","https://openalex.org/W3184968177","https://openalex.org/W3189222845","https://openalex.org/W3200707343","https://openalex.org/W4226365397","https://openalex.org/W4232925567"],"related_works":["https://openalex.org/W4310809250","https://openalex.org/W3189222845","https://openalex.org/W4309718518","https://openalex.org/W7151212138","https://openalex.org/W2954003437","https://openalex.org/W4399088767","https://openalex.org/W4282977858","https://openalex.org/W4392672481","https://openalex.org/W4381804856","https://openalex.org/W4394610646"],"abstract_inverted_index":{"To":[0],"solve":[1],"the":[2,27,36,48,56,65,101,106,113,121,134,138,144,152,157,166,175,180,192,198,203,209,213,217,227,246],"problem":[3],"of":[4,12,21,42,67,105,110,147,160,183,212,249],"low":[5],"survival":[6,210],"rate":[7,141,146,154,159,168,211],"caused":[8],"by":[9,222],"unscreened":[10],"transplanting":[11,19,199],"seedlings.":[13,96,184,215,252],"This":[14,239],"study":[15],"proposed":[16],"a":[17,40,90,232],"selective":[18,247],"method":[20],"leafy":[22,84,94,250],"vegetable":[23,85,95,251],"seedlings":[24,32,111,130,149,162],"based":[25,178],"on":[26,179],"ResNet":[28,70],"18":[29,71],"network.":[30],"Lettuce":[31],"were":[33,45,52,131,187],"selected":[34,132],"as":[35,189],"research":[37,240],"object,":[38],"and":[39,61,82,87,108,120,137,165,201],"total":[41],"3,388":[43],"images":[44,51],"obtained":[46],"in":[47,64,112],"dataset.":[49],"The":[50,69,97],"randomly":[53],"divided":[54],"into":[55],"training":[57,114],"set,":[58,60],"validation":[59,135],"test":[62],"set":[63,116],"ratio":[66],"6:2:2.":[68],"network":[72],"was":[73,117,142,150,155,163,169,172],"used":[74],"to":[75,92,207],"perform":[76,202],"transfer":[77],"learning":[78],"after":[79],"tuning,":[80],"identifying,":[81],"classifying":[83],"seedlings,":[86,191],"then":[88],"establishing":[89],"model":[91,122,177,228],"screen":[93],"results":[98],"showed":[99],"that":[100],"optimal":[102],"detection":[103],"accuracy":[104,140],"presence":[107],"health":[109],"data":[115],"above":[118],"100%,":[119],"loss":[123],"remained":[124],"at":[125],"around":[126],"0.005.":[127],"Nine":[128],"hundred":[129],"for":[133,231,245],"test,":[136],"screening":[139,176],"97.44%,":[143],"precision":[145,158],"healthy":[148],"97.56%,":[151],"recall":[153,167],"97.34%,":[156],"unhealthy":[161,190],"92%,":[164],"92.62%,":[170],"which":[171],"better":[173],"than":[174],"physical":[181],"characteristics":[182],"If":[185],"they":[186],"identified":[188],"manipulator":[193],"would":[194],"remove":[195],"them":[196],"during":[197],"process":[200],"seedling":[204,218],"replenishment":[205],"operation":[206],"increase":[208],"transplanted":[214],"Moreover,":[216],"image":[219,234],"is":[220,235],"extracted":[221],"background":[223],"removal":[224],"technology,":[225],"so":[226],"processing":[229],"time":[230],"single":[233],"only":[236],"0.0129":[237],"s.":[238],"will":[241],"provide":[242],"technical":[243],"support":[244],"transplantation":[248]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":4}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2022-07-22T00:00:00"}
