{"id":"https://openalex.org/W4408126054","doi":"https://doi.org/10.1109/tim.2025.3547122","title":"Category-Agnostic Cluster-Guided Selective Suppression for Weakly Supervised Surface Defect Localization","display_name":"Category-Agnostic Cluster-Guided Selective Suppression for Weakly Supervised Surface Defect Localization","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408126054","doi":"https://doi.org/10.1109/tim.2025.3547122"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3547122","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3547122","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/A5042291956","display_name":"Shuai Jiang","orcid":"https://orcid.org/0000-0002-6579-0969"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shuai Jiang","raw_affiliation_strings":["College of Electrical and Information Engineering and the National Engineering Research Center for Robot Visual Perception and Control Technology, Hunan University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0002-6579-0969","affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering and the National Engineering Research Center for Robot Visual Perception and Control Technology, Hunan University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100343854","display_name":"Min Liu","orcid":"https://orcid.org/0000-0001-6406-4896"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Liu","raw_affiliation_strings":["College of Electrical and Information Engineering and the National Engineering Research Center for Robot Visual Perception and Control Technology, Hunan University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0001-6406-4896","affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering and the National Engineering Research Center for Robot Visual Perception and Control Technology, Hunan University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yuxi Liu","orcid":"https://orcid.org/0009-0007-2663-8407"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxi Liu","raw_affiliation_strings":["College of Electrical and Information Engineering and the National Engineering Research Center for Robot Visual Perception and Control Technology, Hunan University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0009-0007-2663-8407","affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering and the National Engineering Research Center for Robot Visual Perception and Control Technology, Hunan University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085684328","display_name":"Yunfeng Ma","orcid":"https://orcid.org/0009-0007-4539-2043"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunfeng Ma","raw_affiliation_strings":["College of Electrical and Information Engineering and the National Engineering Research Center for Robot Visual Perception and Control Technology, Hunan University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0009-0007-4539-2043","affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering and the National Engineering Research Center for Robot Visual Perception and Control Technology, Hunan University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025640070","display_name":"Yaonan Wang","orcid":"https://orcid.org/0000-0002-0519-6458"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaonan Wang","raw_affiliation_strings":["College of Electrical and Information Engineering and the National Engineering Research Center for Robot Visual Perception and Control Technology, Hunan University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0002-0519-6458","affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering and the National Engineering Research Center for Robot Visual Perception and Control Technology, Hunan University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I16609230"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5042291956"],"corresponding_institution_ids":["https://openalex.org/I16609230"],"apc_list":null,"apc_paid":null,"fwci":2.2251,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86885469,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"74","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":0.9998000264167786,"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/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9814000129699707,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11301","display_name":"Advanced Surface Polishing Techniques","score":0.979200005531311,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/cluster","display_name":"Cluster (spacecraft)","score":0.5099695920944214},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45287761092185974},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4262394905090332},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4094613194465637},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3357856869697571},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3321394920349121},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.09504568576812744}],"concepts":[{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.5099695920944214},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45287761092185974},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4262394905090332},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4094613194465637},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3357856869697571},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3321394920349121},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.09504568576812744}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3547122","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3547122","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/G220372180","display_name":null,"funder_award_id":"2023RC1048","funder_id":"https://openalex.org/F4320330206","funder_display_name":"Science and Technology Program of Hunan Province"},{"id":"https://openalex.org/G3687505393","display_name":null,"funder_award_id":"2024JJ3013","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"},{"id":"https://openalex.org/G4579539271","display_name":null,"funder_award_id":"2022YFB3303800","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6984645349","display_name":null,"funder_award_id":"62425305","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"},{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null},{"id":"https://openalex.org/F4320330206","display_name":"Science and Technology Program of Hunan Province","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W1934621328","https://openalex.org/W2049612634","https://openalex.org/W2133059825","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2295107390","https://openalex.org/W2813911573","https://openalex.org/W2883554151","https://openalex.org/W2887842788","https://openalex.org/W2894675256","https://openalex.org/W2899280016","https://openalex.org/W2905065306","https://openalex.org/W2907868778","https://openalex.org/W2944303778","https://openalex.org/W2948982773","https://openalex.org/W2950557962","https://openalex.org/W2963045696","https://openalex.org/W2964274719","https://openalex.org/W2992308087","https://openalex.org/W3012374719","https://openalex.org/W3032908737","https://openalex.org/W3034373787","https://openalex.org/W3041935510","https://openalex.org/W3093870111","https://openalex.org/W3101133846","https://openalex.org/W3109715690","https://openalex.org/W3133719425","https://openalex.org/W3142837074","https://openalex.org/W3166166117","https://openalex.org/W3172942063","https://openalex.org/W3176482836","https://openalex.org/W3176760243","https://openalex.org/W4213350031","https://openalex.org/W4226320329","https://openalex.org/W4283380819","https://openalex.org/W4292264335","https://openalex.org/W4312315124","https://openalex.org/W4312647976","https://openalex.org/W4313069833","https://openalex.org/W4313156423","https://openalex.org/W4318831100","https://openalex.org/W4361018227","https://openalex.org/W4376607576","https://openalex.org/W4378373470","https://openalex.org/W4382317531","https://openalex.org/W4386065890","https://openalex.org/W4386076222","https://openalex.org/W4386245233","https://openalex.org/W4386902932","https://openalex.org/W4387415072","https://openalex.org/W4387694723","https://openalex.org/W4387757522","https://openalex.org/W4390120014","https://openalex.org/W4390311923","https://openalex.org/W4390874575","https://openalex.org/W4391467966","https://openalex.org/W4393404833","https://openalex.org/W6637373629","https://openalex.org/W6772381481","https://openalex.org/W6810456465"],"related_works":["https://openalex.org/W2107962325","https://openalex.org/W2248928492","https://openalex.org/W3188962172","https://openalex.org/W2772917594","https://openalex.org/W4312825515","https://openalex.org/W4306742369","https://openalex.org/W2033975139","https://openalex.org/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Surface":[0],"defect":[1,20,33,118],"localization":[2,34,78,130,205],"is":[3,36,161],"indispensable":[4],"for":[5,57,114,167,177],"the":[6,13,29,41,77,122,168,172],"quality":[7],"control":[8],"of":[9,19,64,124,196],"industrial":[10],"products":[11],"in":[12,73,99],"manufacturing":[14],"process,":[15],"supervised":[16,32,116],"dense":[17],"prediction":[18],"areas":[21],"requires":[22],"laborious":[23],"and":[24,40,142,171,198,204,210],"difficult":[25],"pixel-level":[26],"annotations.":[27],"On":[28],"contrary,":[30],"weakly":[31,115],"(WSDL)":[35],"much":[37],"more":[38,128],"practicable,":[39],"class":[42],"activation":[43,74],"maps":[44,75,79],"(CAMs)":[45],"generated":[46,139],"with":[47,201],"image-level":[48],"labels":[49],"can":[50],"serve":[51],"as":[52],"prior":[53],"knowledge":[54],"or":[55,94,154],"cues":[56],"downstream":[58],"tasks.":[59],"However,":[60],"due":[61],"to":[62,87,92,163],"interference":[63],"unforeseen":[65],"background":[66],"objects":[67],"that":[68,184],"may":[69],"have":[70],"high":[71],"confidence":[72],"instead,":[76],"obtained":[80],"from":[81,140],"general":[82],"WSDL":[83,190],"methods":[84],"are":[85,150,175],"prone":[86],"be":[88],"unreliable,":[89],"which":[90],"leads":[91],"errors":[93],"even":[95],"missing":[96],"localization.":[97],"Therefore,":[98],"this":[100],"article,":[101],"we":[102],"innovatively":[103],"propose":[104],"a":[105,158],"simple,":[106],"yet":[107],"effective":[108],"cluster-guided":[109],"selective":[110],"suppression":[111,165],"(CSS)":[112],"strategy":[113],"surface":[117],"localization,":[119],"aiming":[120],"at":[121],"rectification":[123],"CAMs,":[125],"thus":[126],"producing":[127],"reliable":[129],"maps.":[131],"Specifically,":[132],"CSS":[133],"leverages":[134],"converted":[135],"rectangle":[136],"patch":[137],"pairs":[138],"CAMs":[141],"performs":[143],"unsupervised":[144],"vector-level":[145],"cluster":[146,160],"analysis,":[147],"all":[148],"patches":[149],"classified":[151],"into":[152],"defective":[153],"nondefective":[155],"clusters.":[156],"Subsequently,":[157],"category-agnostic":[159],"selected":[162],"provide":[164],"feedback":[166],"image":[169],"suppressor,":[170],"suppressed":[173],"images":[174],"recycled":[176],"feature":[178],"re-learning.":[179],"Extensive":[180],"experimental":[181],"results":[182],"demonstrate":[183],"our":[185],"proposed":[186],"method":[187],"achieves":[188],"state-of-the-art":[189],"performance":[191],"on":[192],"three":[193],"public":[194],"datasets":[195],"metal":[197],"magnetic-tile":[199],"surfaces,":[200],"average":[202],"classification":[203],"accuracy":[206],"improved":[207],"by":[208],"7.19%":[209],"5.40%,":[211],"respectively.":[212]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}