{"id":"https://openalex.org/W4411446290","doi":"https://doi.org/10.1109/access.2025.3581313","title":"Novel Efficient Steel Surface Defect Detection Model Based on ConvNeXt v2 and Squeeze Aggregated Excitation Attention","display_name":"Novel Efficient Steel Surface Defect Detection Model Based on ConvNeXt v2 and Squeeze Aggregated Excitation Attention","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411446290","doi":"https://doi.org/10.1109/access.2025.3581313"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3581313","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3581313","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3581313","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000406335","display_name":"Chengfei Li","orcid":"https://orcid.org/0000-0002-1356-7466"},"institutions":[{"id":"https://openalex.org/I98834328","display_name":"Wuyi University","ror":"https://ror.org/059djzq42","country_code":"CN","type":"education","lineage":["https://openalex.org/I98834328"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chengfei Li","raw_affiliation_strings":["School of Electronics and Information Engineering, Wuyi University, Jiangmen, Guangdong, China","School of Electronics, Information Engineering, Wuyi University, Jiangmen, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Wuyi University, Jiangmen, Guangdong, China","institution_ids":["https://openalex.org/I98834328"]},{"raw_affiliation_string":"School of Electronics, Information Engineering, Wuyi University, Jiangmen, Guangdong, China","institution_ids":["https://openalex.org/I98834328"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Haijian Huang","orcid":"https://orcid.org/0009-0001-0735-7016"},"institutions":[{"id":"https://openalex.org/I98834328","display_name":"Wuyi University","ror":"https://ror.org/059djzq42","country_code":"CN","type":"education","lineage":["https://openalex.org/I98834328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haijian Huang","raw_affiliation_strings":["School of Electronics and Information Engineering, Wuyi University, Jiangmen, Guangdong, China","School of Electronics, Information Engineering, Wuyi University, Jiangmen, Guangdong, China"],"raw_orcid":"https://orcid.org/0009-0001-0735-7016","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Wuyi University, Jiangmen, Guangdong, China","institution_ids":["https://openalex.org/I98834328"]},{"raw_affiliation_string":"School of Electronics, Information Engineering, Wuyi University, Jiangmen, Guangdong, China","institution_ids":["https://openalex.org/I98834328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017808643","display_name":"Huaheng Mo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210115515","display_name":"Nanyang Institute of Technology","ror":"https://ror.org/0203c2755","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210115515"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huamin Mo","raw_affiliation_strings":["Nanyang Institute of Technology, Nanyang, Henan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Institute of Technology, Nanyang, Henan, China","institution_ids":["https://openalex.org/I4210115515"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhikai Wen","orcid":null},"institutions":[{"id":"https://openalex.org/I98834328","display_name":"Wuyi University","ror":"https://ror.org/059djzq42","country_code":"CN","type":"education","lineage":["https://openalex.org/I98834328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhikai Wen","raw_affiliation_strings":["School of Electronics and Information Engineering, Wuyi University, Jiangmen, Guangdong, China","School of Electronics, Information Engineering, Wuyi University, Jiangmen, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Wuyi University, Jiangmen, Guangdong, China","institution_ids":["https://openalex.org/I98834328"]},{"raw_affiliation_string":"School of Electronics, Information Engineering, Wuyi University, Jiangmen, Guangdong, China","institution_ids":["https://openalex.org/I98834328"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Shiqin Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I98834328","display_name":"Wuyi University","ror":"https://ror.org/059djzq42","country_code":"CN","type":"education","lineage":["https://openalex.org/I98834328"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiqin Zhou","raw_affiliation_strings":["School of Electronics and Information Engineering, Wuyi University, Jiangmen, Guangdong, China","School of Electronics, Information Engineering, Wuyi University, Jiangmen, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Wuyi University, Jiangmen, Guangdong, China","institution_ids":["https://openalex.org/I98834328"]},{"raw_affiliation_string":"School of Electronics, Information Engineering, Wuyi University, Jiangmen, Guangdong, China","institution_ids":["https://openalex.org/I98834328"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035272813","display_name":"Zhenhao Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151615","display_name":"Wuyi University","ror":"https://ror.org/0488wz367","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210151615"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenhao Zhu","raw_affiliation_strings":["School of Mechanical and Automation Engineering, Wuyi University, Jiangmen, Guangdong, China","School of Mechanical, Automation Engineering, Wuyi University, Jiangmen, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical and Automation Engineering, Wuyi University, Jiangmen, Guangdong, China","institution_ids":["https://openalex.org/I4210151615"]},{"raw_affiliation_string":"School of Mechanical, Automation Engineering, Wuyi University, Jiangmen, Guangdong, China","institution_ids":["https://openalex.org/I4210151615"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5000406335"],"corresponding_institution_ids":["https://openalex.org/I98834328"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.0627,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79450262,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"107512","last_page":"107531"},"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":0.9857000112533569,"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":0.9857000112533569,"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/excitation","display_name":"Excitation","score":0.6108402609825134},{"id":"https://openalex.org/keywords/surface","display_name":"Surface (topology)","score":0.4745905101299286},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.4649440348148346},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3913112282752991},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16216596961021423},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16100680828094482},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.14564204216003418},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.1426156759262085}],"concepts":[{"id":"https://openalex.org/C83581075","wikidata":"https://www.wikidata.org/wiki/Q1361503","display_name":"Excitation","level":2,"score":0.6108402609825134},{"id":"https://openalex.org/C2776799497","wikidata":"https://www.wikidata.org/wiki/Q484298","display_name":"Surface (topology)","level":2,"score":0.4745905101299286},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.4649440348148346},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3913112282752991},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16216596961021423},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16100680828094482},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.14564204216003418},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.1426156759262085}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3581313","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3581313","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:076771de0f3c4f5bb969d25b7b9fc653","is_oa":true,"landing_page_url":"https://doaj.org/article/076771de0f3c4f5bb969d25b7b9fc653","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":"IEEE Access, Vol 13, Pp 107512-107531 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3581313","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3581313","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W1958328135","https://openalex.org/W1969361207","https://openalex.org/W2031489346","https://openalex.org/W2057175746","https://openalex.org/W2058345835","https://openalex.org/W2087347434","https://openalex.org/W2092072518","https://openalex.org/W2102605133","https://openalex.org/W2124386111","https://openalex.org/W2151103935","https://openalex.org/W2161969291","https://openalex.org/W2164598857","https://openalex.org/W2179352600","https://openalex.org/W2183182206","https://openalex.org/W2194775991","https://openalex.org/W2531409750","https://openalex.org/W2565639579","https://openalex.org/W2752782242","https://openalex.org/W2962858109","https://openalex.org/W2963037989","https://openalex.org/W2963351448","https://openalex.org/W2963857746","https://openalex.org/W3012374719","https://openalex.org/W3018757597","https://openalex.org/W3042011474","https://openalex.org/W3097096317","https://openalex.org/W3190335749","https://openalex.org/W3194790201","https://openalex.org/W3195969653","https://openalex.org/W4308732434","https://openalex.org/W4312443924","https://openalex.org/W4321242934","https://openalex.org/W4323304780","https://openalex.org/W4386076325","https://openalex.org/W4386076493","https://openalex.org/W4389352591","https://openalex.org/W4391754623","https://openalex.org/W4403968389","https://openalex.org/W4405756051","https://openalex.org/W4406731489","https://openalex.org/W4407748921","https://openalex.org/W6684191040","https://openalex.org/W6858796093","https://openalex.org/W6860644187","https://openalex.org/W6860762246","https://openalex.org/W6868582632","https://openalex.org/W6873058455"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4404995717","https://openalex.org/W2016187641","https://openalex.org/W4404725684","https://openalex.org/W4246450666","https://openalex.org/W4388998267","https://openalex.org/W4409278740","https://openalex.org/W2898370298"],"abstract_inverted_index":{"With":[0],"the":[1,39,69,83,97,101,113,120,129,132,140,145,155,159,164,169,176,183,188,214,221,232,240],"rapid":[2],"advancement":[3],"of":[4,42,71,85,115,131,148,158,171,225,242],"artificial":[5],"intelligence":[6],"and":[7,52,62,163,199],"intelligent":[8],"manufacturing":[9],"technologies":[10,16],"in":[11,19,45,100,196,203,239],"recent":[12],"years,":[13],"automated":[14],"inspection":[15],"have":[17],"ushered":[18],"new":[20],"opportunities":[21],"for":[22,50,107,119],"industrial":[23,47],"production.":[24],"Against":[25],"this":[26,28],"backdrop,":[27],"paper":[29],"proposes":[30],"an":[31],"improved":[32,217],"single-stage":[33],"detection":[34,40,102,121,197,209,223],"model,":[35],"ESS-YOLO,":[36],"which":[37,126],"enhances":[38,82,139],"capability":[41,84],"steel":[43,243],"defects":[44,55],"complex":[46,60],"environments,":[48],"particularly":[49],"large":[51],"small":[53],"target":[54],"that":[56,81,231],"are":[57],"confounded":[58],"by":[59,67,218],"backgrounds":[61],"ambiguous":[63],"defect":[64,244],"locations.":[65],"Firstly,":[66],"integrating":[68],"concepts":[70],"CSP":[72],"architecture":[73],"with":[74],"ConvNeXt":[75],"v2,":[76],"a":[77,193,200],"module":[78],"is":[79,93,124,216],"constructed":[80],"image":[86],"feature":[87,98],"extraction.":[88],"Secondly,":[89],"SaE":[90],"channel":[91],"attention":[92],"employed":[94],"to":[95,111,143,182,207],"bolster":[96],"representation":[99],"head,":[103,122],"providing":[104],"robust":[105],"support":[106],"classification.":[108],"In":[109],"addition,":[110],"mitigate":[112],"issue":[114],"excessive":[116],"resource":[117],"requirements":[118],"DSC":[123],"incorporated,":[125],"effectively":[127],"reduces":[128],"complexity":[130],"model.":[133,227],"Finally,":[134],"The":[135],"Shape-IoU":[136],"loss":[137],"function":[138],"model\u2019s":[141],"ability":[142],"learn":[144],"geometric":[146,156],"properties":[147],"bounding":[149],"boxes,":[150,166],"taking":[151],"into":[152],"account":[153],"both":[154],"information":[157],"ground":[160],"truth":[161],"boxes":[162],"predicted":[165],"thereby":[167],"improving":[168],"accuracy":[170,198,215],"regression.":[172],"Experimental":[173],"results":[174,229],"on":[175],"NEU-DET":[177],"dataset":[178],"demonstrate":[179],"that,":[180],"compared":[181],"original":[184],"model":[185,191,234],"YOLO":[186],"v8,":[187],"proposed":[189],"ESS-YOLO":[190,233],"achieves":[192],"2.1%":[194],"increase":[195],"19.5%":[201],"reduction":[202],"computational":[204],"load.":[205],"Compared":[206],"common":[208],"algorithms":[210],"such":[211],"as":[212],"Faster-R-CNN,":[213],"7.1%,":[219],"indicating":[220],"excellent":[222],"performance":[224],"our":[226],"These":[228],"suggest":[230],"has":[235],"significant":[236],"application":[237],"potential":[238],"field":[241],"detection.":[245]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
