{"id":"https://openalex.org/W4321063698","doi":"https://doi.org/10.1109/m2vip55626.2022.10041059","title":"Surface Defect Detection of Cable Based on Improved YOLO V3","display_name":"Surface Defect Detection of Cable Based on Improved YOLO V3","publication_year":2022,"publication_date":"2022-11-16","ids":{"openalex":"https://openalex.org/W4321063698","doi":"https://doi.org/10.1109/m2vip55626.2022.10041059"},"language":"en","primary_location":{"id":"doi:10.1109/m2vip55626.2022.10041059","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/m2vip55626.2022.10041059","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 28th International Conference on Mechatronics and Machine Vision in Practice (M2VIP)","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/A5008201587","display_name":"Wen Yu","orcid":"https://orcid.org/0000-0002-9540-7924"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yu Wen","raw_affiliation_strings":["Southeast University,School of Mechanical Engineering,Nanjing,China","School of Mechanical Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Mechanical Engineering,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"School of Mechanical Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073815784","display_name":"Jianuo Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianuo Chen","raw_affiliation_strings":["Southeast University,School of Mechanical Engineering,Nanjing,China","School of Mechanical Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Mechanical Engineering,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"School of Mechanical Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028303991","display_name":"Linjie Dong","orcid":"https://orcid.org/0000-0002-3482-8039"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linjie Dong","raw_affiliation_strings":["Southeast University,School of Mechanical Engineering,Nanjing,China","School of Mechanical Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Mechanical Engineering,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"School of Mechanical Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073710644","display_name":"Rongkai He","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongkai He","raw_affiliation_strings":["Southeast University,School of Mechanical Engineering,Nanjing,China","School of Mechanical Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Mechanical Engineering,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"School of Mechanical Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027392343","display_name":"Xingsong Wang","orcid":"https://orcid.org/0000-0002-6649-1485"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingsong Wang","raw_affiliation_strings":["Southeast University,School of Mechanical Engineering,Nanjing,China","School of Mechanical Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Mechanical Engineering,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"School of Mechanical Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112494532","display_name":"Mengqian Tian","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengqian Tian","raw_affiliation_strings":["Southeast University,School of Mechanical Engineering,Nanjing,China","School of Mechanical Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Mechanical Engineering,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"School of Mechanical Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5008201587"],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17751601,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"51","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9763000011444092,"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"}},"topics":[{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9763000011444092,"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":0.9696000218391418,"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/convolution","display_name":"Convolution (computer science)","score":0.6418004035949707},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5905500054359436},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.5707696676254272},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5372879505157471},{"id":"https://openalex.org/keywords/cracking","display_name":"Cracking","score":0.46658188104629517},{"id":"https://openalex.org/keywords/surface","display_name":"Surface (topology)","score":0.44906488060951233},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4227026700973511},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.34561973810195923},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.34224408864974976},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3389014005661011},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.31575435400009155},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.30051320791244507},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21121495962142944},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.16301456093788147},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11518040299415588},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.1099923849105835},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10549512505531311},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.10015830397605896}],"concepts":[{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.6418004035949707},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5905500054359436},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.5707696676254272},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5372879505157471},{"id":"https://openalex.org/C58396970","wikidata":"https://www.wikidata.org/wiki/Q212749","display_name":"Cracking","level":2,"score":0.46658188104629517},{"id":"https://openalex.org/C2776799497","wikidata":"https://www.wikidata.org/wiki/Q484298","display_name":"Surface (topology)","level":2,"score":0.44906488060951233},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4227026700973511},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.34561973810195923},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.34224408864974976},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3389014005661011},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.31575435400009155},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.30051320791244507},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21121495962142944},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.16301456093788147},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11518040299415588},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.1099923849105835},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10549512505531311},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.10015830397605896}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/m2vip55626.2022.10041059","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/m2vip55626.2022.10041059","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 28th International Conference on Mechatronics and Machine Vision in Practice (M2VIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W1980492672","https://openalex.org/W2214157983","https://openalex.org/W2980970703","https://openalex.org/W3004967630"],"related_works":["https://openalex.org/W2022371719","https://openalex.org/W4210892843","https://openalex.org/W2773966425","https://openalex.org/W2353494441","https://openalex.org/W309398776","https://openalex.org/W2379625753","https://openalex.org/W2376067757","https://openalex.org/W2313622927","https://openalex.org/W2392440168","https://openalex.org/W4376891149"],"abstract_inverted_index":{"When":[0],"using":[1],"yolov3":[2,81],"identification":[3],"technology":[4],"to":[5,97,105],"detect":[6],"the":[7,10,29,33,38,60,67,75,80,88,100,112],"defects":[8],"on":[9],"cable":[11,119],"surface":[12,120],"of":[13,32,41,48,51,92,114,118],"cable-stayed":[14],"bridge,":[15],"although":[16],"it":[17],"has":[18],"also":[19],"achieved":[20],"good":[21],"detection":[22,30,39,64,94],"results,":[23],"there":[24],"is":[25,35,43,95,103],"a":[26],"problem":[27],"that":[28,47,87],"speed":[31,62,102,117],"network":[34],"slow,":[36],"and":[37,63,70,73,99,116],"accuracy":[40,90],"cracking":[42],"much":[44],"lower":[45],"than":[46],"other":[49],"kinds":[50],"defects.":[52],"To":[53],"solve":[54],"these":[55],"problems,":[56],"this":[57],"paper":[58],"improves":[59],"running":[61,101],"accuracy,":[65],"merges":[66],"BN":[68],"layer":[69],"convolution":[71],"layer,":[72],"embeds":[74],"CBAM":[76],"attention":[77],"mechanism":[78],"into":[79],"network.":[82],"The":[83],"experimental":[84],"results":[85],"show":[86],"average":[89],"map":[91],"crack":[93],"increased":[96,104],"82.3%,":[98],"51.4":[106],"frames":[107],"per":[108],"second,":[109],"which":[110],"meets":[111],"requirements":[113],"precision":[115],"defect":[121],"detection.":[122]},"counts_by_year":[],"updated_date":"2025-12-24T23:09:58.560324","created_date":"2025-10-10T00:00:00"}