{"id":"https://openalex.org/W4321608115","doi":"https://doi.org/10.1109/tim.2023.3248111","title":"AGCA: An Adaptive Graph Channel Attention Module for Steel Surface Defect Detection","display_name":"AGCA: An Adaptive Graph Channel Attention Module for Steel Surface Defect Detection","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4321608115","doi":"https://doi.org/10.1109/tim.2023.3248111"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2023.3248111","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3248111","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/A5101716146","display_name":"Xin Xiang","orcid":"https://orcid.org/0000-0003-4050-1355"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Xiang","raw_affiliation_strings":["School of Electrical Engineering and Automation, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-4050-1355","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100614108","display_name":"Zenghui Wang","orcid":"https://orcid.org/0000-0002-0803-6206"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zenghui Wang","raw_affiliation_strings":["School of Electrical Engineering and Automation, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-0803-6206","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100433179","display_name":"Jun Zhang","orcid":"https://orcid.org/0000-0002-5985-8023"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Zhang","raw_affiliation_strings":["School of Artificial Intelligence, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-5985-8023","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103190094","display_name":"Yi Xia","orcid":"https://orcid.org/0000-0002-4670-8456"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Xia","raw_affiliation_strings":["School of Electrical Engineering and Automation, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-4670-8456","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100629119","display_name":"Peng Chen","orcid":"https://orcid.org/0000-0002-5810-8159"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Chen","raw_affiliation_strings":["School of Internet, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-5810-8159","affiliations":[{"raw_affiliation_string":"School of Internet, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100382568","display_name":"Bing Wang","orcid":"https://orcid.org/0000-0003-4945-7725"},"institutions":[{"id":"https://openalex.org/I92178344","display_name":"Anhui University of Technology","ror":"https://ror.org/02qdtrq21","country_code":"CN","type":"education","lineage":["https://openalex.org/I92178344"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Wang","raw_affiliation_strings":["School of Electrical and Information Engineering, Anhui University of Technology, Ma&#x2019;anshan, China"],"raw_orcid":"https://orcid.org/0000-0003-4945-7725","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Anhui University of Technology, Ma&#x2019;anshan, China","institution_ids":["https://openalex.org/I92178344"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.4798,"has_fulltext":false,"cited_by_count":59,"citation_normalized_percentile":{"value":0.98080493,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"72","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":0.9994000196456909,"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":0.9994000196456909,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9984999895095825,"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":0.9932000041007996,"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/adjacency-matrix","display_name":"Adjacency matrix","score":0.6917737722396851},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6353468298912048},{"id":"https://openalex.org/keywords/adjacency-list","display_name":"Adjacency list","score":0.5694760084152222},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5136148929595947},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4630330801010132},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.451252818107605},{"id":"https://openalex.org/keywords/vertex","display_name":"Vertex (graph theory)","score":0.42573463916778564},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4191872179508209},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4178536534309387},{"id":"https://openalex.org/keywords/surface","display_name":"Surface (topology)","score":0.41371193528175354},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3778612017631531},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3646266460418701},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36075159907341003},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.33566147089004517},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3166552186012268},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17933690547943115},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15554377436637878},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1515003740787506},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.09061339497566223},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.08483225107192993}],"concepts":[{"id":"https://openalex.org/C180356752","wikidata":"https://www.wikidata.org/wiki/Q727035","display_name":"Adjacency matrix","level":3,"score":0.6917737722396851},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6353468298912048},{"id":"https://openalex.org/C110484373","wikidata":"https://www.wikidata.org/wiki/Q264398","display_name":"Adjacency list","level":2,"score":0.5694760084152222},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5136148929595947},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4630330801010132},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.451252818107605},{"id":"https://openalex.org/C80899671","wikidata":"https://www.wikidata.org/wiki/Q1304193","display_name":"Vertex (graph theory)","level":3,"score":0.42573463916778564},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4191872179508209},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4178536534309387},{"id":"https://openalex.org/C2776799497","wikidata":"https://www.wikidata.org/wiki/Q484298","display_name":"Surface (topology)","level":2,"score":0.41371193528175354},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3778612017631531},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3646266460418701},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36075159907341003},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.33566147089004517},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3166552186012268},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17933690547943115},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15554377436637878},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1515003740787506},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.09061339497566223},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.08483225107192993},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"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":1,"locations":[{"id":"doi:10.1109/tim.2023.3248111","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3248111","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/G1365315517","display_name":null,"funder_award_id":"62172004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3261462448","display_name":"\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u8d28\u8c31\u5e93\u9ad8\u901f\u641c\u7d22\u6280\u672f\u7814\u7a76","funder_award_id":"61872004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6497873955","display_name":"\u5206\u5b50\u7ed3\u6784\u6df1\u5ea6\u5d4c\u5165\u5b66\u4e60\u53ca\u836f\u7269\u9776\u6807\u4e92\u4f5c\u9884\u6d4b\u7814\u7a76","funder_award_id":"62072002","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1903029394","https://openalex.org/W2068610103","https://openalex.org/W2097073572","https://openalex.org/W2097117768","https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2519887557","https://openalex.org/W2550553598","https://openalex.org/W2559655401","https://openalex.org/W2752782242","https://openalex.org/W2944303778","https://openalex.org/W2962858109","https://openalex.org/W2963037989","https://openalex.org/W2963091558","https://openalex.org/W2963163009","https://openalex.org/W2982083293","https://openalex.org/W2982220924","https://openalex.org/W3006565131","https://openalex.org/W3012374719","https://openalex.org/W3018757597","https://openalex.org/W3034552520","https://openalex.org/W3035414587","https://openalex.org/W3108566774","https://openalex.org/W3113272803","https://openalex.org/W3163646131","https://openalex.org/W3177052299","https://openalex.org/W3184439416","https://openalex.org/W3197644417","https://openalex.org/W3212073293","https://openalex.org/W4226334005","https://openalex.org/W4285109947","https://openalex.org/W4289752563","https://openalex.org/W4297812995","https://openalex.org/W4385245566","https://openalex.org/W6618372016","https://openalex.org/W6620707391","https://openalex.org/W6704241340","https://openalex.org/W6745136726","https://openalex.org/W6756444276","https://openalex.org/W6760424586","https://openalex.org/W6767164110","https://openalex.org/W6795297120","https://openalex.org/W6798838024","https://openalex.org/W6804061671"],"related_works":["https://openalex.org/W4213150077","https://openalex.org/W2369410163","https://openalex.org/W2982430984","https://openalex.org/W2059018062","https://openalex.org/W2604585036","https://openalex.org/W2078477160","https://openalex.org/W1991172810","https://openalex.org/W125803343","https://openalex.org/W1989103179","https://openalex.org/W2117632582"],"abstract_inverted_index":{"Surface":[0],"defect":[1,22,121],"detection":[2,23,122],"is":[3,74,141],"an":[4,46,77],"important":[5],"part":[6],"of":[7],"the":[8,34,97,106,116,135],"steel":[9,20,37],"production":[10],"process.":[11],"Recently,":[12],"attention":[13,30,50,104],"mechanisms":[14],"have":[15],"been":[16],"widely":[17],"used":[18],"in":[19,91],"surface":[21,38],"to":[24,102],"ensure":[25],"product":[26],"quality.":[27],"The":[28,61,93,124],"existing":[29],"modules":[31],"cannot":[32],"distinguish":[33],"difference":[35],"between":[36],"images":[39],"and":[40,71,111,131],"natural":[41],"images.":[42],"Therefore,":[43],"we":[44],"propose":[45],"adaptive":[47],"graph":[48,55],"channel":[49,59,66],"(AGCA)":[51],"module,":[52],"which":[53],"introduces":[54],"convolutional":[56],"theory":[57],"into":[58,120],"attention.":[60],"AGCA":[62,107,136],"module":[63,108,117],"takes":[64],"each":[65],"as":[67],"a":[68],"feature":[69,98],"vertex,":[70],"their":[72],"relationship":[73],"represented":[75],"by":[76,87],"adjacency":[78],"matrix.":[79],"We":[80],"perform":[81],"non-local":[82],"(NL)":[83],"operations":[84],"on":[85,127],"features":[86],"analyzing":[88],"graphs":[89],"constructed":[90],"AGCA.":[92],"operation":[94],"significantly":[95],"improves":[96],"representation":[99],"capability.":[100],"Similar":[101],"other":[103],"modules,":[105],"has":[109],"lightweight":[110],"plug-and-play":[112],"characteristics.":[113],"It":[114],"enables":[115],"easily":[118],"embedded":[119],"networks.":[123],"experimental":[125],"results":[126],"various":[128],"backbone":[129],"networks":[130],"datasets":[132],"show":[133],"that":[134],"outperforms":[137],"state-of-the-art":[138],"methods.":[139],"Code":[140],"available":[142],"at":[143],"<uri":[144],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[145],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/C1nDeRainBo0M/AGCA</uri>":[146],".":[147]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":32},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":5}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
