{"id":"https://openalex.org/W4304142074","doi":"https://doi.org/10.1109/icac55051.2022.9911114","title":"An Improved YOLOv5 Real-time Detection Method for Aircraft Target Detection","display_name":"An Improved YOLOv5 Real-time Detection Method for Aircraft Target Detection","publication_year":2022,"publication_date":"2022-09-01","ids":{"openalex":"https://openalex.org/W4304142074","doi":"https://doi.org/10.1109/icac55051.2022.9911114"},"language":"en","primary_location":{"id":"doi:10.1109/icac55051.2022.9911114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icac55051.2022.9911114","pdf_url":null,"source":{"id":"https://openalex.org/S4363608428","display_name":"2022 27th International Conference on Automation and Computing (ICAC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 27th International Conference on Automation and Computing (ICAC)","raw_type":"proceedings-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/A5107863774","display_name":"Yuxi Chen","orcid":"https://orcid.org/0009-0009-4146-9036"},"institutions":[{"id":"https://openalex.org/I158809036","display_name":"Shenzhen Institute of Information Technology","ror":"https://ror.org/03wrf9427","country_code":"CN","type":"education","lineage":["https://openalex.org/I158809036"]},{"id":"https://openalex.org/I4210137766","display_name":"Institute for Advanced Study","ror":"https://ror.org/03xg85719","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137766"]}],"countries":["CN","DE"],"is_corresponding":false,"raw_author_name":"Yuxi Chen","raw_affiliation_strings":["Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","institution_ids":["https://openalex.org/I4210137766"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China","institution_ids":["https://openalex.org/I158809036"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002274451","display_name":"Jiaye Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I158809036","display_name":"Shenzhen Institute of Information Technology","ror":"https://ror.org/03wrf9427","country_code":"CN","type":"education","lineage":["https://openalex.org/I158809036"]},{"id":"https://openalex.org/I4210137766","display_name":"Institute for Advanced Study","ror":"https://ror.org/03xg85719","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137766"]}],"countries":["CN","DE"],"is_corresponding":false,"raw_author_name":"Jiaye Yang","raw_affiliation_strings":["Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","institution_ids":["https://openalex.org/I4210137766"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China","institution_ids":["https://openalex.org/I158809036"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100358523","display_name":"Jianfeng Wang","orcid":"https://orcid.org/0000-0003-0932-3060"},"institutions":[{"id":"https://openalex.org/I158809036","display_name":"Shenzhen Institute of Information Technology","ror":"https://ror.org/03wrf9427","country_code":"CN","type":"education","lineage":["https://openalex.org/I158809036"]},{"id":"https://openalex.org/I4210137766","display_name":"Institute for Advanced Study","ror":"https://ror.org/03xg85719","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137766"]}],"countries":["CN","DE"],"is_corresponding":false,"raw_author_name":"Jianfeng Wang","raw_affiliation_strings":["Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","institution_ids":["https://openalex.org/I4210137766"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China","institution_ids":["https://openalex.org/I158809036"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100741728","display_name":"Zhou Xue","orcid":"https://orcid.org/0000-0002-3157-6606"},"institutions":[{"id":"https://openalex.org/I158809036","display_name":"Shenzhen Institute of Information Technology","ror":"https://ror.org/03wrf9427","country_code":"CN","type":"education","lineage":["https://openalex.org/I158809036"]},{"id":"https://openalex.org/I4210137766","display_name":"Institute for Advanced Study","ror":"https://ror.org/03xg85719","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137766"]}],"countries":["CN","DE"],"is_corresponding":false,"raw_author_name":"Xue Zhou","raw_affiliation_strings":["Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","institution_ids":["https://openalex.org/I4210137766"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China","institution_ids":["https://openalex.org/I158809036"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027642367","display_name":"Jianxiao Zou","orcid":"https://orcid.org/0000-0002-8676-8322"},"institutions":[{"id":"https://openalex.org/I158809036","display_name":"Shenzhen Institute of Information Technology","ror":"https://ror.org/03wrf9427","country_code":"CN","type":"education","lineage":["https://openalex.org/I158809036"]},{"id":"https://openalex.org/I4210137766","display_name":"Institute for Advanced Study","ror":"https://ror.org/03xg85719","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137766"]}],"countries":["CN","DE"],"is_corresponding":false,"raw_author_name":"Jianxiao Zou","raw_affiliation_strings":["Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","institution_ids":["https://openalex.org/I4210137766"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China","institution_ids":["https://openalex.org/I158809036"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100369235","display_name":"Yun Li","orcid":"https://orcid.org/0000-0003-1490-2657"},"institutions":[{"id":"https://openalex.org/I158809036","display_name":"Shenzhen Institute of Information Technology","ror":"https://ror.org/03wrf9427","country_code":"CN","type":"education","lineage":["https://openalex.org/I158809036"]},{"id":"https://openalex.org/I4210137766","display_name":"Institute for Advanced Study","ror":"https://ror.org/03xg85719","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137766"]}],"countries":["CN","DE"],"is_corresponding":false,"raw_author_name":"Yun Li","raw_affiliation_strings":["Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China,Shenzhen,China","institution_ids":["https://openalex.org/I4210137766"]},{"raw_affiliation_string":"Shenzhen Institute of Advanced Study University of Electronic Science and Technology of China, Shenzhen, China","institution_ids":["https://openalex.org/I158809036"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2359,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.58223894,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"2","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9997000098228455,"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/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"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":0.9812999963760376,"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/computer-science","display_name":"Computer science","score":0.8090410232543945},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6472718715667725},{"id":"https://openalex.org/keywords/smoothing","display_name":"Smoothing","score":0.5699477791786194},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.568179726600647},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5096480846405029},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.49521175026893616},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.44564875960350037},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4275836944580078},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.384952574968338},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.23748216032981873}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8090410232543945},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6472718715667725},{"id":"https://openalex.org/C3770464","wikidata":"https://www.wikidata.org/wiki/Q775963","display_name":"Smoothing","level":2,"score":0.5699477791786194},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.568179726600647},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5096480846405029},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.49521175026893616},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44564875960350037},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4275836944580078},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.384952574968338},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.23748216032981873},{"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},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icac55051.2022.9911114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icac55051.2022.9911114","pdf_url":null,"source":{"id":"https://openalex.org/S4363608428","display_name":"2022 27th International Conference on Automation and Computing (ICAC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 27th International Conference on Automation and Computing (ICAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.4399999976158142,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2008847349","https://openalex.org/W2045731367","https://openalex.org/W2570343428","https://openalex.org/W2571704522","https://openalex.org/W2602572945","https://openalex.org/W2911964252","https://openalex.org/W2950121050","https://openalex.org/W2963037989","https://openalex.org/W2963363373","https://openalex.org/W2963393555","https://openalex.org/W2982083293","https://openalex.org/W2990520530","https://openalex.org/W2997408160","https://openalex.org/W3018757597","https://openalex.org/W4287774985","https://openalex.org/W4293584584","https://openalex.org/W6628973269","https://openalex.org/W6639102338","https://openalex.org/W6731892127","https://openalex.org/W6732001361","https://openalex.org/W6750227808","https://openalex.org/W6759804546","https://openalex.org/W6777046832","https://openalex.org/W6778542379"],"related_works":["https://openalex.org/W1978572805","https://openalex.org/W2383807498","https://openalex.org/W1997992934","https://openalex.org/W1987225439","https://openalex.org/W4238188170","https://openalex.org/W2125114371","https://openalex.org/W2019977573","https://openalex.org/W2149980199","https://openalex.org/W3125766170","https://openalex.org/W2040641410"],"abstract_inverted_index":{"To":[0],"address":[1],"the":[2,15,25,38,76,81,90,96,124,127,132,139],"lack":[3],"of":[4,8,80,126,138],"accuracy":[5,125],"and":[6,40,57,69,78,109,135],"speed":[7,134,137],"aircraft":[9,29],"detection":[10,97,136],"in":[11,20],"complex":[12],"background":[13],"images,":[14],"YOLOv5":[16],"model":[17,107,128],"is":[18,35,44,64,72,86],"improved":[19],"this":[21],"paper":[22],"to":[23,46,52,74,88,94],"meet":[24],"growing":[26],"demand":[27],"for":[28,106],"detection.":[30],"Firstly,":[31],"Mosaic-9":[32],"data":[33],"enhancement":[34],"performed":[36],"on":[37,111],"dataset,":[39],"MobileNet":[41],"V3":[42],"Small":[43],"used":[45,73,87],"replace":[47],"ResNet":[48],"feature":[49,59],"extraction":[50,60],"network":[51],"enrich":[53],"small":[54],"target":[55],"samples":[56],"improve":[58,95],"speed.":[61,98],"Secondly,":[62],"over-fitting":[63],"prevented":[65],"by":[66],"Label":[67],"Smoothing,":[68],"channel":[70],"pruning":[71],"reduce":[75],"complexity":[77],"redundancy":[79],"neural":[82],"network.":[83],"Finally,":[84],"TensorRT":[85],"optimize":[89],"underlying":[91],"hardware":[92],"resources":[93],"The":[99,117],"experiments":[100],"use":[101],"Military":[102],"Aircraft":[103],"Detection":[104],"Dataset":[105],"training":[108,133],"validation":[110],"NVIDIA":[112],"Tesla":[113],"P100":[114],"16GB":[115],"GPU.":[116],"results":[118],"show":[119],"that":[120],"our":[121],"improvements":[122],"maintain":[123],"while":[129],"effectively":[130],"increasing":[131],"model.":[140],"Our":[141],"codes":[142],"are":[143],"available":[144],"at":[145],"https://github.com/imcyx/Military-Detect":[146]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
