{"id":"https://openalex.org/W4386398121","doi":"https://doi.org/10.1587/transfun.2023eap1030","title":"FA-YOLO: A High-Precision and Efficient Method for Fabric Defect Detection in Textile Industry","display_name":"FA-YOLO: A High-Precision and Efficient Method for Fabric Defect Detection in Textile Industry","publication_year":2023,"publication_date":"2023-09-03","ids":{"openalex":"https://openalex.org/W4386398121","doi":"https://doi.org/10.1587/transfun.2023eap1030"},"language":"en","primary_location":{"id":"doi:10.1587/transfun.2023eap1030","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transfun.2023eap1030","pdf_url":"https://www.jstage.jst.go.jp/article/transfun/advpub/0/advpub_2023EAP1030/_pdf","source":{"id":"https://openalex.org/S166990724","display_name":"IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences","issn_l":"0916-8508","issn":["0916-8508","1745-1337"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.jstage.jst.go.jp/article/transfun/advpub/0/advpub_2023EAP1030/_pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100985626","display_name":"Kai YU","orcid":null},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Kai YU","raw_affiliation_strings":["Key Laboratory of Intelligent Textile and Flexible Interconnection of Zhejiang Province, Zhejiang Sci-Tech University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Textile and Flexible Interconnection of Zhejiang Province, Zhejiang Sci-Tech University","institution_ids":["https://openalex.org/I1328775524"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076800191","display_name":"Wentao Lyu","orcid":"https://orcid.org/0000-0002-1164-7534"},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wentao LYU","raw_affiliation_strings":["Key Laboratory of Intelligent Textile and Flexible Interconnection of Zhejiang Province, Zhejiang Sci-Tech University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Textile and Flexible Interconnection of Zhejiang Province, Zhejiang Sci-Tech University","institution_ids":["https://openalex.org/I1328775524"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062722577","display_name":"Xuyi Yu","orcid":"https://orcid.org/0000-0002-4929-1887"},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuyi YU","raw_affiliation_strings":["Key Laboratory of Intelligent Textile and Flexible Interconnection of Zhejiang Province, Zhejiang Sci-Tech University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Textile and Flexible Interconnection of Zhejiang Province, Zhejiang Sci-Tech University","institution_ids":["https://openalex.org/I1328775524"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101736367","display_name":"Qing Guo","orcid":"https://orcid.org/0000-0003-3634-756X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qing GUO","raw_affiliation_strings":["Zhejiang Technical Innovation Service Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang Technical Innovation Service Center","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040432443","display_name":"Weiqiang Xu","orcid":"https://orcid.org/0000-0002-4206-7022"},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiqiang XU","raw_affiliation_strings":["Key Laboratory of Intelligent Textile and Flexible Interconnection of Zhejiang Province, Zhejiang Sci-Tech University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Textile and Flexible Interconnection of Zhejiang Province, Zhejiang Sci-Tech University","institution_ids":["https://openalex.org/I1328775524"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100388599","display_name":"Lu Zhang","orcid":"https://orcid.org/0000-0002-0442-5730"},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu ZHANG","raw_affiliation_strings":["Key Laboratory of Intelligent Textile and Flexible Interconnection of Zhejiang Province, Zhejiang Sci-Tech University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Textile and Flexible Interconnection of Zhejiang Province, Zhejiang Sci-Tech University","institution_ids":["https://openalex.org/I1328775524"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100985626"],"corresponding_institution_ids":["https://openalex.org/I1328775524"],"apc_list":null,"apc_paid":null,"fwci":1.5122,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.84923808,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"E107.A","issue":"6","first_page":"890","last_page":"898"},"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":0.9998000264167786,"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":0.9998000264167786,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9649999737739563,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T11595","display_name":"Textile materials and evaluations","score":0.9617000222206116,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials 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":0.6839395761489868},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6676167845726013},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6474062204360962},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5534732341766357},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5266746878623962},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5113703608512878},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43023058772087097},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.41225767135620117},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.22405332326889038}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6839395761489868},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6676167845726013},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6474062204360962},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5534732341766357},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5266746878623962},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5113703608512878},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43023058772087097},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.41225767135620117},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.22405332326889038},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1587/transfun.2023eap1030","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transfun.2023eap1030","pdf_url":"https://www.jstage.jst.go.jp/article/transfun/advpub/0/advpub_2023EAP1030/_pdf","source":{"id":"https://openalex.org/S166990724","display_name":"IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences","issn_l":"0916-8508","issn":["0916-8508","1745-1337"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1587/transfun.2023eap1030","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transfun.2023eap1030","pdf_url":"https://www.jstage.jst.go.jp/article/transfun/advpub/0/advpub_2023EAP1030/_pdf","source":{"id":"https://openalex.org/S166990724","display_name":"IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences","issn_l":"0916-8508","issn":["0916-8508","1745-1337"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6399999856948853,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G1873216522","display_name":null,"funder_award_id":"U22A2004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3999327809","display_name":"\u9762\u5411\u5408\u6210\u5b54\u5f84\u96f7\u8fbe\u56fe\u50cf\u5178\u578b\u76ee\u6807\u7684\u8f6e\u5ed3\u751f\u6210\u673a\u5236\u7814\u7a76","funder_award_id":"61601410","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":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386398121.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1536680647","https://openalex.org/W2612445135","https://openalex.org/W2963037989","https://openalex.org/W2963351448","https://openalex.org/W2964241181","https://openalex.org/W3011393735","https://openalex.org/W3018757597","https://openalex.org/W3071068110","https://openalex.org/W3090907890","https://openalex.org/W3093904595","https://openalex.org/W3109098040","https://openalex.org/W3110911605","https://openalex.org/W3118440143","https://openalex.org/W3119769313","https://openalex.org/W3133962405","https://openalex.org/W3135064036","https://openalex.org/W3139325713","https://openalex.org/W3149873124","https://openalex.org/W3154625005","https://openalex.org/W3155786203","https://openalex.org/W3166716987","https://openalex.org/W3172752666","https://openalex.org/W3180134609","https://openalex.org/W4205763372","https://openalex.org/W4285178710","https://openalex.org/W4304166257","https://openalex.org/W4312823573","https://openalex.org/W4362514608"],"related_works":["https://openalex.org/W3176621072","https://openalex.org/W2995475466","https://openalex.org/W2356785732","https://openalex.org/W3088721469","https://openalex.org/W2536888818","https://openalex.org/W2158704926","https://openalex.org/W2539272015","https://openalex.org/W2498710829","https://openalex.org/W1986248657","https://openalex.org/W1572802059"],"abstract_inverted_index":{"The":[0],"automatic":[1],"defect":[2],"detection":[3,22,84,89],"for":[4,176],"fabric":[5,24,68,188,193],"images":[6],"is":[7,134,155,174],"an":[8,82],"essential":[9],"mission":[10],"in":[11,20,49,67],"textile":[12],"industry.":[13],"However,":[14],"there":[15],"are":[16],"some":[17],"inherent":[18],"difficulties":[19],"the":[21,30,33,40,88,114,120,130,137,144,161,169,206],"of":[23,29,37,77,91,160,196],"images,":[25,69],"such":[26],"as":[27],"complexity":[28],"background":[31],"and":[32,44,94,199],"highly":[34],"uneven":[35],"scales":[36],"defects.":[38],"Moreover,":[39],"trade-off":[41],"between":[42],"accuracy":[43],"speed":[45],"should":[46],"be":[47],"considered":[48],"real":[50,183],"applications.":[51],"To":[52],"address":[53],"these":[54],"problems,":[55],"we":[56,112],"propose":[57],"a":[58,96],"novel":[59],"model":[60],"based":[61,180],"on":[62,119,181],"YOLOv4":[63],"to":[64,86,100,105,142,147,158,163,213],"detect":[65],"defects":[66,93],"called":[70],"Feature":[71],"Augmentation":[72],"YOLO":[73],"(FA-YOLO).":[74],"In":[75],"terms":[76],"network":[78],"structure,":[79],"FA-YOLO":[80,208],"adds":[81],"additional":[83],"head":[85],"improve":[87,143],"ability":[90,146],"small":[92],"builds":[95],"powerful":[97],"Neck":[98,162],"structure":[99,173],"enhance":[101],"feature":[102,110,116,152],"fusion.":[103],"First,":[104],"reduce":[106],"information":[107],"loss":[108],"during":[109],"fusion,":[111],"perform":[113],"residual":[115],"augmentation":[117],"(RFA)":[118],"features":[121,141],"after":[122],"dimensionality":[123],"reduction":[124],"by":[125],"using":[126],"1\u00d71":[127],"convolution.":[128],"Afterward,":[129],"attention":[131],"module":[132],"(SimAM)":[133],"embedded":[135],"into":[136],"locations":[138],"with":[139],"rich":[140],"adaptation":[145],"complex":[148],"backgrounds.":[149],"Adaptive":[150],"spatial":[151],"fusion":[153],"(ASFF)":[154],"also":[156],"applied":[157],"output":[159],"filter":[164],"inconsistencies":[165],"across":[166],"layers.":[167],"Finally,":[168],"cross-stage":[170],"partial":[171],"(CSP)":[172],"introduced":[175],"optimization.":[177],"Experimental":[178],"results":[179,211],"three":[182],"industrial":[184],"datasets,":[185],"including":[186],"Tianchi":[187],"dataset":[189,194,202],"(72.5%":[190],"mAP),":[191,204],"ZJU-Leaper":[192],"(0.714":[195],"average":[197],"F1-score)":[198],"NEU-DET":[200],"steel":[201],"(77.2%":[203],"demonstrate":[205],"proposed":[207],"achieves":[209],"competitive":[210],"compared":[212],"other":[214],"state-of-the-art":[215],"(SoTA)":[216],"methods.":[217]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}