{"id":"https://openalex.org/W4392017386","doi":"https://doi.org/10.1038/s41598-024-54540-9","title":"Vegetable disease detection using an improved YOLOv8 algorithm in the greenhouse plant environment","display_name":"Vegetable disease detection using an improved YOLOv8 algorithm in the greenhouse plant environment","publication_year":2024,"publication_date":"2024-02-21","ids":{"openalex":"https://openalex.org/W4392017386","doi":"https://doi.org/10.1038/s41598-024-54540-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/38383751","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10881480"},"language":"en","primary_location":{"id":"doi:10.1038/s41598-024-54540-9","doi":"https://doi.org/10.1038/s41598-024-54540-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-024-54540-9","pdf_url":"https://www.nature.com/articles/s41598-024-54540-9.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","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.nature.com/articles/s41598-024-54540-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100684661","display_name":"Xuewei Wang","orcid":"https://orcid.org/0000-0002-7099-8641","observed_orcids":["https://orcid.org/0000-0002-7099-8641"]},"institutions":[{"id":"https://openalex.org/I4210136047","display_name":"Weifang University of Science and Technology","ror":"https://ror.org/04ha2bb10","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136047"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuewei Wang","raw_affiliation_strings":["Shandong Provincial University Laboratory for Protected Horticulture, Weifang University of Science and Technology, Weifang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Provincial University Laboratory for Protected Horticulture, Weifang University of Science and Technology, Weifang, China","institution_ids":["https://openalex.org/I4210136047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100361703","display_name":"Jun Liu","orcid":"https://orcid.org/0000-0001-8769-5981","observed_orcids":["https://orcid.org/0000-0001-8769-5981"]},"institutions":[{"id":"https://openalex.org/I4210136047","display_name":"Weifang University of Science and Technology","ror":"https://ror.org/04ha2bb10","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136047"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jun Liu","raw_affiliation_strings":["Shandong Provincial University Laboratory for Protected Horticulture, Weifang University of Science and Technology, Weifang, China. liu_jun860116@wfust.edu.cn","Shandong Provincial University Laboratory for Protected Horticulture, Weifang University of Science and Technology, Weifang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Provincial University Laboratory for Protected Horticulture, Weifang University of Science and Technology, Weifang, China. liu_jun860116@wfust.edu.cn","institution_ids":["https://openalex.org/I4210136047"]},{"raw_affiliation_string":"Shandong Provincial University Laboratory for Protected Horticulture, Weifang University of Science and Technology, Weifang, China","institution_ids":["https://openalex.org/I4210136047"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100361703"],"corresponding_institution_ids":["https://openalex.org/I4210136047"],"apc_list":{"value":2590,"currency":"USD","value_usd":2590},"apc_paid":{"value":2590,"currency":"USD","value_usd":2590},"fwci":19.8568,"has_fulltext":true,"cited_by_count":97,"citation_normalized_percentile":{"value":0.99793574,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":100},"biblio":{"volume":"14","issue":"1","first_page":"4261","last_page":"4261"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9970999956130981,"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":0.9970999956130981,"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":0.003000000026077032,"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/yolov8","display_name":"YOLOv8","score":0.8759999871253967},{"id":"https://openalex.org/keywords/greenhouse-crops","display_name":"greenhouse crops","score":0.8069999814033508},{"id":"https://openalex.org/keywords/ghost-convolution","display_name":"GhostConv","score":0.9639999866485596},{"id":"https://openalex.org/keywords/small-object-detection","display_name":"small object detection","score":0.953000009059906},{"id":"https://openalex.org/keywords/lightweight-object-detection","display_name":"lightweight object detection","score":0.9309999942779541},{"id":"https://openalex.org/keywords/plant-disease-image-classification","display_name":"plant disease image classification","score":0.5379999876022339}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7080808877944946},{"id":"https://openalex.org/C32198211","wikidata":"https://www.wikidata.org/wiki/Q165044","display_name":"Greenhouse","level":2,"score":0.6391032338142395},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4526134431362152},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4483378231525421},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4399912357330322},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36339271068573},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35100728273391724},{"id":"https://openalex.org/C144027150","wikidata":"https://www.wikidata.org/wiki/Q48803","display_name":"Horticulture","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004910","descriptor_name":"Erythrocyte Membrane","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014675","descriptor_name":"Vegetables","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019359","descriptor_name":"Knowledge","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049229","descriptor_name":"Dendritic Spines","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1038/s41598-024-54540-9","doi":"https://doi.org/10.1038/s41598-024-54540-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-024-54540-9","pdf_url":"https://www.nature.com/articles/s41598-024-54540-9.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10881480","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10881480","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10881480/pdf/41598_2024_Article_54540.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":"Sci Rep","raw_type":"Text"},{"id":"pmid:38383751","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38383751","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":"Scientific reports","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:1e37044fb72f44909cf7ab5ab2a00b3b","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/1e37044fb72f44909cf7ab5ab2a00b3b","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":"Scientific Reports, Vol 14, Iss 1, Pp 1-18 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1038/s41598-024-54540-9","doi":"https://doi.org/10.1038/s41598-024-54540-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-024-54540-9","pdf_url":"https://www.nature.com/articles/s41598-024-54540-9.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.991100013256073,"display_name":"Zero hunger"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1729074643","display_name":null,"funder_award_id":"ZR2023MF048","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392017386.pdf","grobid_xml":"https://content.openalex.org/works/W4392017386.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1536680647","https://openalex.org/W2102605133","https://openalex.org/W2752782242","https://openalex.org/W2884585870","https://openalex.org/W3030520226","https://openalex.org/W3034971973","https://openalex.org/W3035414587","https://openalex.org/W3203003533","https://openalex.org/W4205495162","https://openalex.org/W4212965978","https://openalex.org/W4296058637","https://openalex.org/W4296107384","https://openalex.org/W4298148810","https://openalex.org/W4307370585","https://openalex.org/W4309204656","https://openalex.org/W4312424618","https://openalex.org/W4327738674","https://openalex.org/W4328115538","https://openalex.org/W4353065565","https://openalex.org/W4367054516","https://openalex.org/W4377944296","https://openalex.org/W4380591126","https://openalex.org/W4380870128","https://openalex.org/W4381487685","https://openalex.org/W4382066217","https://openalex.org/W4386047745","https://openalex.org/W4386075524","https://openalex.org/W4386076325","https://openalex.org/W4388823657","https://openalex.org/W4390873752","https://openalex.org/W6600013530","https://openalex.org/W6600042225","https://openalex.org/W6600424091","https://openalex.org/W6604344240","https://openalex.org/W6696711281","https://openalex.org/W6836371346"],"related_works":["https://openalex.org/W7171289196","https://openalex.org/W4413179674","https://openalex.org/W4296218720","https://openalex.org/W4394712179","https://openalex.org/W4393151112","https://openalex.org/W4412183546","https://openalex.org/W4401076030","https://openalex.org/W4405306297","https://openalex.org/W7154141333","https://openalex.org/W4401277012"],"abstract_inverted_index":{"This":[0,113],"study":[1],"introduces":[2],"YOLOv8n-vegetable,":[3],"a":[4,37,153,160,193],"model":[5,26,191,204,220,231,263],"designed":[6],"to":[7,11,32,72,101,138,186],"address":[8,87],"challenges":[9,88],"related":[10],"imprecise":[12],"detection":[13,57,82,127,157,176,183,210,249,255,270],"of":[14,97,118,174,256],"vegetable":[15,80,155,208,257,268],"diseases":[16,258],"in":[17,83,159,196,267],"greenhouse":[18,84,161,213],"plant":[19],"environment":[20],"using":[21,152],"existing":[22],"network":[23],"models.":[24,250],"The":[25,229,251],"incorporates":[27],"several":[28],"improvements":[29],"and":[30,55,94,120,142,181,219,225,239,253],"optimizations":[31],"enhance":[33],"its":[34],"effectiveness.":[35],"Firstly,":[36],"novel":[38],"C2fGhost":[39],"module":[40],"replaces":[41],"partial":[42],"C2f.":[43],"with":[44,90,245],"GhostConv":[45],"based":[46],"on":[47,205],"Ghost":[48],"lightweight":[49,252],"convolution,":[50],"reducing":[51],"the":[52,60,69,95,116,130,168,172,189,202,206,216,236,261],"model's":[53,169],"parameters":[54],"improving":[56,175],"performance.":[58],"Second,":[59],"Occlusion":[61],"Perception":[62],"Attention":[63],"Module":[64],"(OAM)":[65],"is":[66,111,135],"integrated":[67],"into":[68],"Neck":[70],"section":[71],"better":[73],"preserve":[74],"feature":[75],"information":[76],"after":[77],"fusion,":[78],"enhancing":[79,125],"disease":[81,156,209,269],"settings.":[85],"To":[86],"associated":[89],"detecting":[91,108],"small-sized":[92,109],"objects":[93,110],"depletion":[96],"semantic":[98,122],"knowledge":[99],"due":[100],"varying":[102],"scales,":[103],"an":[104],"additional":[105],"layer":[106,114],"for":[107],"included.":[112],"improves":[115],"amalgamation":[117],"extensive":[119],"basic":[121],"knowledge,":[123],"thereby":[124],"overall":[126],"accuracy.":[128,144],"Finally,":[129],"HIoU":[131],"boundary":[132],"loss":[133],"function":[134],"introduced,":[136],"leading":[137],"improved":[139],"convergence":[140],"speed":[141,177],"regression":[143],"These":[145],"improvement":[146],"strategies":[147],"were":[148],"validated":[149],"through":[150],"experiments":[151],"self-built":[154,207],"dataset":[158,211],"environment.":[162],"Multiple":[163],"experimental":[164,187],"comparisons":[165],"have":[166],"demonstrated":[167],"effectiveness,":[170],"achieving":[171],"objectives":[173],"while":[178],"maintaining":[179],"accuracy":[180],"real-time":[182],"capability.":[184],"According":[185],"findings,":[188],"enhanced":[190],"exhibited":[192],"6.46%":[194],"rise":[195],"mean":[197],"average":[198],"precision":[199],"(mAP)":[200],"over":[201,235],"original":[203,237],"under":[212],"conditions.":[214],"Additionally,":[215],"parameter":[217],"quantity":[218],"size":[221],"decreased":[222],"by":[223,260],"0.16G":[224],"0.21":[226],"MB,":[227],"respectively.":[228],"proposed":[230,262],"demonstrates":[232],"significant":[233],"advancements":[234],"algorithm":[238],"exhibits":[240],"strong":[241],"competitiveness":[242],"when":[243],"compared":[244],"other":[246],"advanced":[247],"object":[248],"fast":[254],"offered":[259],"presents":[264],"promising":[265],"applications":[266],"tasks.":[271]},"counts_by_year":[{"year":2026,"cited_by_count":27},{"year":2025,"cited_by_count":47},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2024-02-22T00:00:00"}
