{"id":"https://openalex.org/W4399939593","doi":"https://doi.org/10.1109/tim.2024.3418082","title":"LiteYOLO-ID: A Lightweight Object Detection Network for Insulator Defect Detection","display_name":"LiteYOLO-ID: A Lightweight Object Detection Network for Insulator Defect Detection","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4399939593","doi":"https://doi.org/10.1109/tim.2024.3418082"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3418082","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3418082","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","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/A5009225125","display_name":"Dahua Li","orcid":"https://orcid.org/0000-0002-1710-3036"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dahua Li","raw_affiliation_strings":["Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001808005","display_name":"Yang Lu","orcid":"https://orcid.org/0009-0007-9107-1056"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Lu","raw_affiliation_strings":["Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015388584","display_name":"Qiang Gao","orcid":"https://orcid.org/0000-0001-9357-4967"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Gao","raw_affiliation_strings":["Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035513208","display_name":"X. G. Li","orcid":"https://orcid.org/0000-0001-5263-7159"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuan Li","raw_affiliation_strings":["Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067434249","display_name":"Xiao Yu","orcid":"https://orcid.org/0009-0009-2292-6588"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Yu","raw_affiliation_strings":["Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027879510","display_name":"Yu Song","orcid":"https://orcid.org/0000-0002-9295-7795"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Song","raw_affiliation_strings":["Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Complex System Control Theory and Application, School of Electrical Engineering and Automation, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5009225125"],"corresponding_institution_ids":["https://openalex.org/I136765683"],"apc_list":null,"apc_paid":null,"fwci":21.6848,"has_fulltext":false,"cited_by_count":62,"citation_normalized_percentile":{"value":0.99677518,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9197999835014343,"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"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9197999835014343,"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"}},{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9050999879837036,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/object-detection","display_name":"Object detection","score":0.5705474615097046},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5344746708869934},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.3355353772640228},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25213420391082764},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.2489849030971527},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.238858163356781}],"concepts":[{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5705474615097046},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5344746708869934},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3355353772640228},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25213420391082764},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2489849030971527},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.238858163356781}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3418082","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3418082","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3968818714","display_name":null,"funder_award_id":"61502340","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1522301498","https://openalex.org/W1536680647","https://openalex.org/W1978459068","https://openalex.org/W2102605133","https://openalex.org/W2167090521","https://openalex.org/W2193145675","https://openalex.org/W2243417253","https://openalex.org/W2532592438","https://openalex.org/W2565639579","https://openalex.org/W2570343428","https://openalex.org/W2579985080","https://openalex.org/W2752782242","https://openalex.org/W2883780447","https://openalex.org/W2963037989","https://openalex.org/W2963150697","https://openalex.org/W2963351448","https://openalex.org/W2963857746","https://openalex.org/W2982083293","https://openalex.org/W3018757597","https://openalex.org/W3034552520","https://openalex.org/W3034971973","https://openalex.org/W3035414587","https://openalex.org/W3105515746","https://openalex.org/W3106250896","https://openalex.org/W3113175648","https://openalex.org/W3138516171","https://openalex.org/W3183059737","https://openalex.org/W3184439416","https://openalex.org/W3200605425","https://openalex.org/W3208038066","https://openalex.org/W4214765827","https://openalex.org/W4224881312","https://openalex.org/W4226042837","https://openalex.org/W4226257805","https://openalex.org/W4235698914","https://openalex.org/W4281788503","https://openalex.org/W4289752563","https://openalex.org/W4292972665","https://openalex.org/W4293584584","https://openalex.org/W4297676427","https://openalex.org/W4297775537","https://openalex.org/W4306398625","https://openalex.org/W4312243195","https://openalex.org/W4312253772","https://openalex.org/W4319863560","https://openalex.org/W4319865456","https://openalex.org/W4362631162","https://openalex.org/W4379053740","https://openalex.org/W4383066122","https://openalex.org/W4383346970","https://openalex.org/W4384518330","https://openalex.org/W4385219252","https://openalex.org/W4386076325","https://openalex.org/W4386825021","https://openalex.org/W4390411429","https://openalex.org/W4390538598","https://openalex.org/W6631190155","https://openalex.org/W6732243160","https://openalex.org/W6737664043","https://openalex.org/W6747340706","https://openalex.org/W6750227808","https://openalex.org/W6796538260","https://openalex.org/W6798838024"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Insulator":[0],"defect":[1,38,46],"detection":[2,47,65,190],"is":[3,157],"of":[4,12,23,154,175,192],"great":[5],"significance":[6],"to":[7,20,32,57,107,127],"ensure":[8],"the":[9,21,60,80,85,91,110,123,128,137,146,152,155,160,165,172,176,180,188,205],"normal":[10],"operation":[11],"power":[13],"transmission":[14],"and":[15,28,95,113,164,199],"distribution":[16],"networks.":[17],"In":[18],"response":[19],"problems":[22],"low":[24,26],"speed,":[25],"accuracy,":[27,66],"difficulty":[29],"in":[30,35],"deploying":[31],"embedded":[33],"terminals":[34],"existing":[36],"insulator":[37,45,193],"detection,":[39],"this":[40],"article":[41],"proposes":[42],"a":[43,69,102],"lightweight":[44,71,103],"model":[48,61,97,138,156],"based":[49,78],"on":[50,79,122,159,179],"an":[51],"improved":[52],"YOLOv5s,":[53],"named":[54],"LiteYOLO-ID.":[55],"First,":[56],"significantly":[58],"reduce":[59,109,136],"parameters":[62,139],"while":[63],"maintaining":[64],"we":[67,83,100],"design":[68,101],"new":[70],"convolution":[72],"module":[73],"called":[74],"ECA-GhostNet-C2f":[75],"(EGC).":[76],"Second,":[77],"EGC":[81],"module,":[82],"construct":[84],"EGC-CSPGhostNet":[86],"backbone":[87],"network,":[88,105],"which":[89],"optimizes":[90],"feature":[92,116],"extraction":[93],"process":[94],"achieves":[96],"compression.":[98],"Additionally,":[99],"neck":[104],"EGC-PANet,":[106],"further":[108],"parameter":[111],"count":[112],"achieve":[114],"efficient":[115],"fusion.":[117],"Experimental":[118],"results":[119],"show":[120],"that":[121],"IDID-Plus":[124],"dataset,":[125],"compared":[126],"original":[129],"YOLOv5s":[130],"model,":[131],"not":[132],"only":[133],"does":[134],"LiteYOLO-ID":[135,177],"by":[140,149],"47.13%,":[141],"but":[142],"it":[143],"also":[144],"improves":[145],"mAP":[147],"(0.5)":[148],"1%.":[150],"Furthermore,":[151],"generalization":[153],"validated":[158],"Pascal":[161],"VOC":[162],"dataset":[163],"SFID":[166],"dataset.":[167],"Importantly,":[168],"after":[169],"TensorRT":[170],"optimization,":[171],"inference":[173],"speed":[174],"algorithm":[178],"Jetson":[181],"TX2":[182],"NX":[183],"reaches":[184],"20.2":[185],"frames/s,":[186],"meeting":[187],"real-time":[189],"requirements":[191],"defects.":[194],"Our":[195],"code,":[196],"weight":[197],"models,":[198],"datasets":[200],"can":[201],"be":[202],"obtained":[203],"at":[204],"following":[206],"URL:":[207],"<uri":[208],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[209],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/LuYang-2023/Insulator-defect-detection</uri>.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":48},{"year":2024,"cited_by_count":5}],"updated_date":"2026-03-28T08:17:26.163206","created_date":"2025-10-10T00:00:00"}
