{"id":"https://openalex.org/W4400351291","doi":"https://doi.org/10.1109/tnsm.2024.3424232","title":"Exploring the YOLO-FT Deep Learning Algorithm for UAV-Based Smart Agriculture Detection in Communication Networks","display_name":"Exploring the YOLO-FT Deep Learning Algorithm for UAV-Based Smart Agriculture Detection in Communication Networks","publication_year":2024,"publication_date":"2024-07-05","ids":{"openalex":"https://openalex.org/W4400351291","doi":"https://doi.org/10.1109/tnsm.2024.3424232"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2024.3424232","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2024.3424232","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024330044","display_name":"Beibei Cui","orcid":"https://orcid.org/0000-0002-3247-0213"},"institutions":[{"id":"https://openalex.org/I36152291","display_name":"Henan University of Technology","ror":"https://ror.org/05sbgwt55","country_code":"CN","type":"education","lineage":["https://openalex.org/I36152291"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Beibei Cui","raw_affiliation_strings":["College of Electrical Engineering, Henan University of Technology, Zhengzhou, China","College of Electrical Engineering, Henan University of Technology, Zhengzhou, Henan, China"],"raw_orcid":"https://orcid.org/0000-0002-3247-0213","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Henan University of Technology, Zhengzhou, China","institution_ids":["https://openalex.org/I36152291"]},{"raw_affiliation_string":"College of Electrical Engineering, Henan University of Technology, Zhengzhou, Henan, China","institution_ids":["https://openalex.org/I36152291"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Liang Liang","orcid":"https://orcid.org/0009-0004-4195-0392"},"institutions":[{"id":"https://openalex.org/I36152291","display_name":"Henan University of Technology","ror":"https://ror.org/05sbgwt55","country_code":"CN","type":"education","lineage":["https://openalex.org/I36152291"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Liang","raw_affiliation_strings":["College of Information Science and Engineering, Henan University of Technology, Zhengzhou, China","College of Information Science and Engineering, Henan University of Technology, Zhengzhou, Henan, China"],"raw_orcid":"https://orcid.org/0009-0004-4195-0392","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Henan University of Technology, Zhengzhou, China","institution_ids":["https://openalex.org/I36152291"]},{"raw_affiliation_string":"College of Information Science and Engineering, Henan University of Technology, Zhengzhou, Henan, China","institution_ids":["https://openalex.org/I36152291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019644496","display_name":"Baofeng Ji","orcid":"https://orcid.org/0000-0001-8021-126X"},"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":"Baofeng Ji","raw_affiliation_strings":["College of Information Engineering, Henan University of Science and Technology, Luoyang, China","Henan University o Science and Technology, Luoyang, China"],"raw_orcid":"https://orcid.org/0000-0001-8021-126X","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Henan University of Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I167383011"]},{"raw_affiliation_string":"Henan University o Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100776758","display_name":"Lei Zhang","orcid":"https://orcid.org/0000-0002-2311-9421"},"institutions":[{"id":"https://openalex.org/I36152291","display_name":"Henan University of Technology","ror":"https://ror.org/05sbgwt55","country_code":"CN","type":"education","lineage":["https://openalex.org/I36152291"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["College of Electrical Engineering, Henan University of Technology, Zhengzhou, China","College of Elec-trical Engineering, Henan University of Technology, Zhengzhou, Henan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Henan University of Technology, Zhengzhou, China","institution_ids":["https://openalex.org/I36152291"]},{"raw_affiliation_string":"College of Elec-trical Engineering, Henan University of Technology, Zhengzhou, Henan, China","institution_ids":["https://openalex.org/I36152291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101836736","display_name":"Liang Zhao","orcid":"https://orcid.org/0000-0003-1556-969X"},"institutions":[{"id":"https://openalex.org/I36152291","display_name":"Henan University of Technology","ror":"https://ror.org/05sbgwt55","country_code":"CN","type":"education","lineage":["https://openalex.org/I36152291"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Zhao","raw_affiliation_strings":["College of Electrical Engineering, Henan University of Technology, Zhengzhou, China","College of Elec-trical Engineering, Henan University of Technology, Zhengzhou, Henan, China"],"raw_orcid":"https://orcid.org/0000-0003-1556-969X","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Henan University of Technology, Zhengzhou, China","institution_ids":["https://openalex.org/I36152291"]},{"raw_affiliation_string":"College of Elec-trical Engineering, Henan University of Technology, Zhengzhou, Henan, China","institution_ids":["https://openalex.org/I36152291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100449447","display_name":"Kunpeng Zhang","orcid":"https://orcid.org/0000-0003-1979-4261"},"institutions":[{"id":"https://openalex.org/I36152291","display_name":"Henan University of Technology","ror":"https://ror.org/05sbgwt55","country_code":"CN","type":"education","lineage":["https://openalex.org/I36152291"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kunpeng Zhang","raw_affiliation_strings":["College of Electrical Engineering, Henan University of Technology, Zhengzhou, China","College of Elec-trical Engineering, Henan University of Technology, Zhengzhou, Henan, China"],"raw_orcid":"https://orcid.org/0000-0003-1979-4261","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Henan University of Technology, Zhengzhou, China","institution_ids":["https://openalex.org/I36152291"]},{"raw_affiliation_string":"College of Elec-trical Engineering, Henan University of Technology, Zhengzhou, Henan, China","institution_ids":["https://openalex.org/I36152291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102701552","display_name":"Fengzheng Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I36152291","display_name":"Henan University of Technology","ror":"https://ror.org/05sbgwt55","country_code":"CN","type":"education","lineage":["https://openalex.org/I36152291"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengzheng Shi","raw_affiliation_strings":["College of Electrical Engineering, Henan University of Technology, Zhengzhou, China","College of Elec-trical Engineering, Henan University of Technology, Zhengzhou, Henan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Henan University of Technology, Zhengzhou, China","institution_ids":["https://openalex.org/I36152291"]},{"raw_affiliation_string":"College of Elec-trical Engineering, Henan University of Technology, Zhengzhou, Henan, China","institution_ids":["https://openalex.org/I36152291"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110268118","display_name":"Jean-Charles Cr\u00e9put","orcid":"https://orcid.org/0000-0001-8534-2891"},"institutions":[{"id":"https://openalex.org/I37553959","display_name":"Universit\u00e9 de technologie de belfort-montb\u00e9liard","ror":"https://ror.org/05bn3m307","country_code":"FR","type":"education","lineage":["https://openalex.org/I37553959"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean-Charles Cr\u00e9put","raw_affiliation_strings":["CIAD, Universit&#x00E9; de Technologie de Belfort-Montb&#x00E9;liard, Belfort, France","Universit&#x00E9; de Technologie de Belfort-Montb&#x00E9;liard, CIAD, Belfort, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CIAD, Universit&#x00E9; de Technologie de Belfort-Montb&#x00E9;liard, Belfort, France","institution_ids":["https://openalex.org/I37553959"]},{"raw_affiliation_string":"Universit&#x00E9; de Technologie de Belfort-Montb&#x00E9;liard, CIAD, Belfort, France","institution_ids":["https://openalex.org/I37553959"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":16.9981,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.99307441,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"21","issue":"5","first_page":"5347","last_page":"5360"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9965999722480774,"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":0.9965999722480774,"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/T14042","display_name":"Technology and Security Systems","score":0.9657999873161316,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9333000183105469,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7992457151412964},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.4583013653755188},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4038882851600647},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38204461336135864},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3264240622520447},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3226816654205322}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7992457151412964},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.4583013653755188},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4038882851600647},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38204461336135864},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3264240622520447},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3226816654205322},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnsm.2024.3424232","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2024.3424232","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8500000238418579,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[{"id":"https://openalex.org/G1819852651","display_name":null,"funder_award_id":"2020BS059","funder_id":"https://openalex.org/F4320321760","funder_display_name":"Henan University of Science and Technology"},{"id":"https://openalex.org/G5168384","display_name":null,"funder_award_id":"2020BS028","funder_id":"https://openalex.org/F4320321760","funder_display_name":"Henan University of Science and Technology"},{"id":"https://openalex.org/G7024274158","display_name":null,"funder_award_id":"62002101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8328829947","display_name":null,"funder_award_id":"2020BS027","funder_id":"https://openalex.org/F4320321760","funder_display_name":"Henan University of Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321760","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2079636521","https://openalex.org/W2400429454","https://openalex.org/W2531409750","https://openalex.org/W2752782242","https://openalex.org/W2889655092","https://openalex.org/W2957655889","https://openalex.org/W2963258937","https://openalex.org/W2963504571","https://openalex.org/W2966657623","https://openalex.org/W2982770724","https://openalex.org/W3005863531","https://openalex.org/W3010003004","https://openalex.org/W3020203951","https://openalex.org/W3034552520","https://openalex.org/W3044921708","https://openalex.org/W3085201316","https://openalex.org/W3087448910","https://openalex.org/W3096609285","https://openalex.org/W3119198645","https://openalex.org/W3122173535","https://openalex.org/W3125430184","https://openalex.org/W3155402977","https://openalex.org/W3177052299","https://openalex.org/W3190929072","https://openalex.org/W3194790201","https://openalex.org/W3202150210","https://openalex.org/W3208506014","https://openalex.org/W4225420385","https://openalex.org/W4281742875","https://openalex.org/W4281790833","https://openalex.org/W4289752563","https://openalex.org/W4294268348","https://openalex.org/W4353029161","https://openalex.org/W4372347372","https://openalex.org/W4384652394","https://openalex.org/W4386047745","https://openalex.org/W4386076325","https://openalex.org/W6854516109"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2355956201","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294","https://openalex.org/W2327874825","https://openalex.org/W2386195957","https://openalex.org/W2989452537"],"abstract_inverted_index":{"Advancements":[0],"in":[1,24,191,213],"technology":[2],"hold":[3],"significant":[4,189],"promise":[5],"for":[6,17,211],"the":[7,56,59,120,146,149,183],"future":[8],"of":[9,58,75,122,148,159,167,172,176],"smart":[10,214],"agriculture.":[11,215],"Drones,":[12],"serving":[13],"as":[14,206],"innovative":[15],"tools":[16],"data":[18,105],"acquisition,":[19],"play":[20],"a":[21,73,88,112,129,188,207],"pivotal":[22],"role":[23],"this":[25,42],"context.":[26],"Traditional":[27],"pollination":[28,49],"drones,":[29],"which":[30,93],"rely":[31],"on":[32,47,64,134],"extensive":[33],"spraying":[34],"methods,":[35],"suffer":[36],"from":[37,106],"poor":[38],"efficiency.":[39],"To":[40,66],"address":[41],"challenge,":[43],"our":[44,68],"focus":[45],"is":[46],"enhancing":[48],"through":[50,98],"object":[51],"detection":[52,61],"technology,":[53],"leading":[54],"to":[55,137],"introduction":[57],"YOLO-FT":[60,150,186],"algorithm":[62],"based":[63,133],"YOLOv7.":[65],"validate":[67],"algorithm,":[69,151],"we":[70,86,110,127],"have":[71],"curated":[72],"dataset":[74],"fruit":[76],"tree":[77],"flowers.":[78],"Our":[79],"approach":[80],"involves":[81],"several":[82],"key":[83],"components.":[84],"Firstly,":[85],"propose":[87],"lightweight":[89],"adaptive":[90],"backbone":[91],"network,":[92,118],"effectively":[94],"extracts":[95],"feature":[96,104,124],"information":[97],"partial":[99],"convolution":[100],"and":[101,169,179,199],"seamlessly":[102],"integrates":[103],"diverse":[107],"channels.":[108],"Secondly,":[109],"introduce":[111],"non-parametric":[113],"attention":[114],"module":[115],"into":[116],"neck":[117],"bolstering":[119],"fusion":[121],"critical":[123],"information.":[125],"Finally,":[126],"leverage":[128],"rapid":[130],"convergence":[131],"function":[132],"centroid":[135],"distance":[136],"enhance":[138],"bounding":[139],"box":[140],"regression":[141],"performance.":[142],"Experimental":[143],"results":[144],"demonstrate":[145],"superiority":[147],"achieving":[152],"<inline-formula":[153,161],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[154,162],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[155,163],"<tex-math":[156,164],"notation=\"LaTeX\">$mAP_{50}$":[157],"</tex-math></inline-formula>":[158,166],"92.8%,":[160],"notation=\"LaTeX\">$mAP_{50-95}$":[165],"48.8%,":[168],"F1":[170],"score":[171],"0.90,":[173],"marking":[174],"improvements":[175],"3.6%,":[177],"1.6%,":[178],"0.17,":[180],"respectively,":[181],"over":[182],"baseline.":[184],"Furthermore,":[185],"exhibits":[187],"reduction":[190],"model":[192],"complexity,":[193],"with":[194],"parameters":[195],"decreased":[196],"by":[197,201],"13.4%":[198],"FLOPs":[200],"17.8%.":[202],"This":[203],"research":[204],"serves":[205],"valuable":[208],"theoretical":[209],"reference":[210],"advancements":[212]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":5}],"updated_date":"2026-07-17T09:13:05.818461","created_date":"2025-10-10T00:00:00"}
