{"id":"https://openalex.org/W4390411429","doi":"https://doi.org/10.3390/s24010204","title":"Insulator Defect Detection Based on ML-YOLOv5 Algorithm","display_name":"Insulator Defect Detection Based on ML-YOLOv5 Algorithm","publication_year":2023,"publication_date":"2023-12-29","ids":{"openalex":"https://openalex.org/W4390411429","doi":"https://doi.org/10.3390/s24010204","pmid":"https://pubmed.ncbi.nlm.nih.gov/38203066"},"language":"en","primary_location":{"id":"doi:10.3390/s24010204","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24010204","pdf_url":"https://www.mdpi.com/1424-8220/24/1/204/pdf?version=1703837581","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/1/204/pdf?version=1703837581","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100451030","display_name":"Tong Wang","orcid":"https://orcid.org/0000-0003-3454-042X"},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Wang","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, China","Henan Key Laboratory of Intelligent Manufacturing of Mechanical Equipment, Zhengzhou University of Light Industry, Zhengzhou 450002, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, China","institution_ids":["https://openalex.org/I23171815"]},{"raw_affiliation_string":"Henan Key Laboratory of Intelligent Manufacturing of Mechanical Equipment, Zhengzhou University of Light Industry, Zhengzhou 450002, China","institution_ids":["https://openalex.org/I23171815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103221004","display_name":"Yidi Zhai","orcid":"https://orcid.org/0009-0003-6594-5531"},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yidi Zhai","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, China","Henan Key Laboratory of Intelligent Manufacturing of Mechanical Equipment, Zhengzhou University of Light Industry, Zhengzhou 450002, China"],"raw_orcid":"https://orcid.org/0009-0003-6594-5531","affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, China","institution_ids":["https://openalex.org/I23171815"]},{"raw_affiliation_string":"Henan Key Laboratory of Intelligent Manufacturing of Mechanical Equipment, Zhengzhou University of Light Industry, Zhengzhou 450002, China","institution_ids":["https://openalex.org/I23171815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100443273","display_name":"Yuhang Li","orcid":"https://orcid.org/0000-0002-3827-1522"},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhang Li","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, China","Henan Key Laboratory of Intelligent Manufacturing of Mechanical Equipment, Zhengzhou University of Light Industry, Zhengzhou 450002, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, China","institution_ids":["https://openalex.org/I23171815"]},{"raw_affiliation_string":"Henan Key Laboratory of Intelligent Manufacturing of Mechanical Equipment, Zhengzhou University of Light Industry, Zhengzhou 450002, China","institution_ids":["https://openalex.org/I23171815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091152170","display_name":"Weihua Wang","orcid":"https://orcid.org/0009-0003-0404-8167"},"institutions":[{"id":"https://openalex.org/I4210112488","display_name":"China Special Equipment Inspection and Research Institute","ror":"https://ror.org/01fmwwp26","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210112488"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Weihua Wang","raw_affiliation_strings":["China Special Equipment Inspection and Research Institute, Beijing 100029, China"],"raw_orcid":"https://orcid.org/0009-0003-0404-8167","affiliations":[{"raw_affiliation_string":"China Special Equipment Inspection and Research Institute, Beijing 100029, China","institution_ids":["https://openalex.org/I4210112488"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017908202","display_name":"Guoyong Ye","orcid":"https://orcid.org/0000-0002-8476-8580"},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoyong Ye","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, China","Henan Key Laboratory of Intelligent Manufacturing of Mechanical Equipment, Zhengzhou University of Light Industry, Zhengzhou 450002, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, China","institution_ids":["https://openalex.org/I23171815"]},{"raw_affiliation_string":"Henan Key Laboratory of Intelligent Manufacturing of Mechanical Equipment, Zhengzhou University of Light Industry, Zhengzhou 450002, China","institution_ids":["https://openalex.org/I23171815"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070373041","display_name":"Shaobo Jin","orcid":"https://orcid.org/0000-0002-9064-9246"},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaobo Jin","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, China","Henan Key Laboratory of Intelligent Manufacturing of Mechanical Equipment, Zhengzhou University of Light Industry, Zhengzhou 450002, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, China","institution_ids":["https://openalex.org/I23171815"]},{"raw_affiliation_string":"Henan Key Laboratory of Intelligent Manufacturing of Mechanical Equipment, Zhengzhou University of Light Industry, Zhengzhou 450002, China","institution_ids":["https://openalex.org/I23171815"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5091152170"],"corresponding_institution_ids":["https://openalex.org/I4210112488"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":4.0979,"has_fulltext":true,"cited_by_count":36,"citation_normalized_percentile":{"value":0.95517291,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"24","issue":"1","first_page":"204","last_page":"204"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9987000226974487,"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":0.9987000226974487,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9822999835014343,"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"}},{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9807000160217285,"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/flops","display_name":"FLOPS","score":0.8610882759094238},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6338154077529907},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5999842286109924},{"id":"https://openalex.org/keywords/insulator","display_name":"Insulator (electricity)","score":0.5866764187812805},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.49484938383102417},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.49357378482818604},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.47990334033966064},{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.4619849622249603},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4202154874801636},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34677350521087646},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3185286521911621},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.23333239555358887},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.18963289260864258},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.18947362899780273},{"id":"https://openalex.org/keywords/optoelectronics","display_name":"Optoelectronics","score":0.13692805171012878},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12548190355300903},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08960726857185364},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.07450449466705322}],"concepts":[{"id":"https://openalex.org/C3826847","wikidata":"https://www.wikidata.org/wiki/Q188768","display_name":"FLOPS","level":2,"score":0.8610882759094238},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6338154077529907},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5999842286109924},{"id":"https://openalex.org/C212702","wikidata":"https://www.wikidata.org/wiki/Q178150","display_name":"Insulator (electricity)","level":2,"score":0.5866764187812805},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.49484938383102417},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.49357378482818604},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.47990334033966064},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.4619849622249603},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4202154874801636},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34677350521087646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3185286521911621},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.23333239555358887},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.18963289260864258},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.18947362899780273},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","level":1,"score":0.13692805171012878},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12548190355300903},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08960726857185364},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.07450449466705322},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/s24010204","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24010204","pdf_url":"https://www.mdpi.com/1424-8220/24/1/204/pdf?version=1703837581","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:38203066","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38203066","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,"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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10781232","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10781232","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10781232/pdf/sensors-24-00204.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,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:9a4fbb92dd904683a203000a9823e38b","is_oa":true,"landing_page_url":"https://doaj.org/article/9a4fbb92dd904683a203000a9823e38b","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,"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":"Sensors, Vol 24, Iss 1, p 204 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24010204","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24010204","pdf_url":"https://www.mdpi.com/1424-8220/24/1/204/pdf?version=1703837581","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1028955189","display_name":null,"funder_award_id":"232300420091","funder_id":"https://openalex.org/F4320323845","funder_display_name":"Natural Science Foundation of Henan Province"},{"id":"https://openalex.org/G8437110189","display_name":null,"funder_award_id":"222300420093","funder_id":"https://openalex.org/F4320323845","funder_display_name":"Natural Science Foundation of Henan Province"}],"funders":[{"id":"https://openalex.org/F4320323845","display_name":"Natural Science Foundation of Henan Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390411429.pdf"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1997940453","https://openalex.org/W2109255472","https://openalex.org/W2193145675","https://openalex.org/W2539675563","https://openalex.org/W2570343428","https://openalex.org/W2734642607","https://openalex.org/W2786286552","https://openalex.org/W2897772777","https://openalex.org/W2944885551","https://openalex.org/W2963575695","https://openalex.org/W2977798290","https://openalex.org/W2995806698","https://openalex.org/W3005451572","https://openalex.org/W3034971973","https://openalex.org/W3106250896","https://openalex.org/W3134054343","https://openalex.org/W3141919519","https://openalex.org/W3159805936","https://openalex.org/W3161051405","https://openalex.org/W3175649458","https://openalex.org/W3183804269","https://openalex.org/W4210830616","https://openalex.org/W4213430755","https://openalex.org/W4283331019","https://openalex.org/W4292343347","https://openalex.org/W4292800766","https://openalex.org/W4306398625","https://openalex.org/W4306398687","https://openalex.org/W4308119584","https://openalex.org/W4319922489","https://openalex.org/W4320168479","https://openalex.org/W4376126356","https://openalex.org/W4379053740","https://openalex.org/W4384559632","https://openalex.org/W4385273301","https://openalex.org/W4385741392","https://openalex.org/W4385789850","https://openalex.org/W4386825021","https://openalex.org/W4386933777","https://openalex.org/W6841831143"],"related_works":["https://openalex.org/W4382323155","https://openalex.org/W4315697128","https://openalex.org/W3205506801","https://openalex.org/W2971502891","https://openalex.org/W2982536526","https://openalex.org/W2995343971","https://openalex.org/W2964954556","https://openalex.org/W2992221004","https://openalex.org/W3019910406","https://openalex.org/W4383502363"],"abstract_inverted_index":{"To":[0],"address":[1],"the":[2,12,32,43,51,58,70,107],"challenges":[3],"of":[4,96,118],"balancing":[5],"accuracy":[6,101],"and":[7,14,42,63,86,102,109],"speed,":[8],"as":[9,11,69],"well":[10],"parameters":[13],"FLOPs":[15],"in":[16,83,90],"current":[17],"insulator":[18,25,120],"defect":[19,26],"detection,":[20],"we":[21,56],"propose":[22],"an":[23,94],"enhanced":[24],"detection":[27,103],"algorithm,":[28],"ML-YOLOv5,":[29],"based":[30],"on":[31,105],"YOLOv5":[33],"network.":[34],"The":[35],"backbone":[36],"module":[37,47],"incorporates":[38],"depthwise":[39],"separable":[40],"convolution,":[41],"feature":[44,59],"fusion":[45],"C3":[46],"is":[48],"replaced":[49],"with":[50],"improved":[52],"C2f_DG":[53],"module.":[54],"Furthermore,":[55],"enhance":[57],"pyramid":[60],"network":[61],"(MFPN)":[62],"employ":[64],"knowledge":[65],"distillation":[66],"using":[67],"YOLOv5m":[68],"teacher":[71],"model.":[72],"Experimental":[73],"results":[74],"demonstrate":[75],"that":[76],"this":[77],"approach":[78],"achieved":[79],"a":[80,87],"46.9%":[81],"reduction":[82,89],"parameter":[84],"count":[85],"43.0%":[88],"FLOPs,":[91],"while":[92],"maintaining":[93],"FPS":[95],"63.6.":[97],"It":[98],"exhibited":[99],"good":[100],"speed":[104],"both":[106],"CPLID":[108],"IDID":[110],"datasets,":[111],"making":[112],"it":[113],"suitable":[114],"for":[115],"real-time":[116],"inspection":[117],"high-altitude":[119],"defects.":[121]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":7}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
