{"id":"https://openalex.org/W7143331026","doi":"https://doi.org/10.1109/access.2026.3678495","title":"Temperature-Optimized Self-Supervised Contrastive Learning Enables Data-Efficient and Explainable Fabric Defect Detection","display_name":"Temperature-Optimized Self-Supervised Contrastive Learning Enables Data-Efficient and Explainable Fabric Defect Detection","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7143331026","doi":"https://doi.org/10.1109/access.2026.3678495"},"language":"en","primary_location":{"id":"doi:10.1109/access.2026.3678495","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3678495","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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.2026.3678495","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070819345","display_name":"Raihan Ul Islam","orcid":"https://orcid.org/0000-0002-3090-7645"},"institutions":[{"id":"https://openalex.org/I885507782","display_name":"East West University","ror":"https://ror.org/05p0tzt32","country_code":"BD","type":"education","lineage":["https://openalex.org/I885507782"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Raihan Ul Islam","raw_affiliation_strings":["Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0002-3090-7645","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I885507782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130917141","display_name":"Israt Jahan","orcid":null},"institutions":[{"id":"https://openalex.org/I885507782","display_name":"East West University","ror":"https://ror.org/05p0tzt32","country_code":"BD","type":"education","lineage":["https://openalex.org/I885507782"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Israt Jahan","raw_affiliation_strings":["Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0005-9406-6223","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I885507782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082158421","display_name":"S Mohammed Shamsul Islam","orcid":null},"institutions":[{"id":"https://openalex.org/I885507782","display_name":"East West University","ror":"https://ror.org/05p0tzt32","country_code":"BD","type":"education","lineage":["https://openalex.org/I885507782"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Samiul Islam","raw_affiliation_strings":["Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0002-3522-3338","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I885507782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130931603","display_name":"Tomal Ahmed Pantho","orcid":null},"institutions":[{"id":"https://openalex.org/I885507782","display_name":"East West University","ror":"https://ror.org/05p0tzt32","country_code":"BD","type":"education","lineage":["https://openalex.org/I885507782"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Tomal Ahmed Pantho","raw_affiliation_strings":["Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I885507782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130921430","display_name":"Md. Atik Ahammed","orcid":null},"institutions":[{"id":"https://openalex.org/I885507782","display_name":"East West University","ror":"https://ror.org/05p0tzt32","country_code":"BD","type":"education","lineage":["https://openalex.org/I885507782"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Atik Ahammed","raw_affiliation_strings":["Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0005-5133-0565","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I885507782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061599606","display_name":"Mohammad Rifat Ahmmad Rashid","orcid":"https://orcid.org/0000-0001-6290-0993"},"institutions":[{"id":"https://openalex.org/I885507782","display_name":"East West University","ror":"https://ror.org/05p0tzt32","country_code":"BD","type":"education","lineage":["https://openalex.org/I885507782"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Mohammad Rifat Ahmmad Rashid","raw_affiliation_strings":["Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0001-6290-0993","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I885507782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007956619","display_name":"Ahmed Wasif Reza","orcid":"https://orcid.org/0000-0003-4321-5880"},"institutions":[{"id":"https://openalex.org/I885507782","display_name":"East West University","ror":"https://ror.org/05p0tzt32","country_code":"BD","type":"education","lineage":["https://openalex.org/I885507782"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Ahmed Wasif Reza","raw_affiliation_strings":["Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0003-4321-5880","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I885507782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086217459","display_name":"Shamim Ripon","orcid":"https://orcid.org/0000-0001-7202-1087"},"institutions":[{"id":"https://openalex.org/I885507782","display_name":"East West University","ror":"https://ror.org/05p0tzt32","country_code":"BD","type":"education","lineage":["https://openalex.org/I885507782"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Shamim H. Ripon","raw_affiliation_strings":["Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0001-7202-1087","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I885507782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I885507782"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":5.9564,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.94906882,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"14","issue":null,"first_page":"57256","last_page":"57281"},"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":0.45739999413490295,"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":0.45739999413490295,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.1395999938249588,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.1354999989271164,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/statistical-learning","display_name":"Statistical learning","score":0.2957000136375427},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.28850001096725464},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.28380000591278076},{"id":"https://openalex.org/keywords/contrastive-analysis","display_name":"Contrastive analysis","score":0.2531000077724457},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.2409999966621399}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8116000294685364},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6136000156402588},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4000000059604645},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3698999881744385},{"id":"https://openalex.org/C2982736386","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Statistical learning","level":2,"score":0.2957000136375427},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.28850001096725464},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.28380000591278076},{"id":"https://openalex.org/C2777629044","wikidata":"https://www.wikidata.org/wiki/Q614959","display_name":"Contrastive analysis","level":2,"score":0.2531000077724457},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2409999966621399},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.22499999403953552}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2026.3678495","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3678495","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ad5aa644466f4bceaf701ea6ea7454ba","is_oa":true,"landing_page_url":"https://doaj.org/article/ad5aa644466f4bceaf701ea6ea7454ba","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 14, Pp 57256-57281 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2026.3678495","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3678495","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Fabric":[0],"defect":[1,38,79,127,258],"detection":[2,39,80,99,128,187,259],"plays":[3],"a":[4,33,75,105,150,161,219],"pivotal":[5],"role":[6],"in":[7,36,111,205,255,271],"the":[8,26,44,83,146,157,186,212,215,227,251],"textile":[9],"industry,":[10],"as":[11,52],"it":[12],"ensures":[13],"product":[14],"quality":[15],"and":[16,54,138,166,171,182,191,239,245,267],"minimizes":[17,82],"waste.":[18],"Traditional":[19],"machine":[20],"learning":[21],"models":[22,70,120],"often":[23],"struggle":[24],"with":[25,145,195],"scarcity":[27],"of":[28,46,64,152,164,169,174,188,214,234,253],"labeled":[29,87,123],"data,":[30],"which":[31],"is":[32],"major":[34],"challenge":[35],"automated":[37],"systems.":[40],"This":[41,176,248],"paper":[42],"explores":[43],"potential":[45],"Self-Supervised":[47],"Learning":[48],"(SSL)":[49],"techniques,":[50],"such":[51],"SimCLR":[53,143],"BYOL,":[55],"to":[56,207],"address":[57],"this":[58],"issue":[59],"by":[60],"leveraging":[61],"large":[62],"volumes":[63],"unlabeled":[65],"fabric":[66,78,102,132,257],"data.":[67],"By":[68],"pretraining":[69],"using":[71],"SSL,":[72],"we":[73],"propose":[74],"framework":[76],"for":[77,85,100,108,185],"that":[81,117,224],"need":[84],"extensive":[86],"datasets":[88,124],"while":[89,260],"maintaining":[90],"high":[91,180],"classification":[92],"accuracy.":[93],"Furthermore,":[94],"our":[95],"approach":[96],"integrates":[97],"anomaly":[98],"localizing":[101],"defects,":[103],"providing":[104],"robust":[106],"solution":[107],"real-time":[109],"monitoring":[110],"production":[112],"environments.":[113],"Experimental":[114],"results":[115],"demonstrate":[116],"fine-tuning":[118],"SSL-based":[119],"on":[121,263],"smaller":[122],"significantly":[125],"enhances":[126],"capabilities":[129],"across":[130],"various":[131],"types,":[133],"including":[134],"plain,":[135],"regularly":[136],"printed,":[137],"irregularly":[139],"printed":[140],"fabrics.":[141],"The":[142],"model":[144,177,246],"ResNet50":[147],"backbone":[148],"at":[149],"temperature":[151],"T":[153],"=":[154],"0.1":[155],"achieved":[156,226],"best":[158],"performance,":[159],"yielding":[160],"fine-tuned":[162],"accuracy":[163,168,173],"91.4%":[165],"top-1":[167],"91.97%,":[170],"top-5":[172],"98.5%.":[175],"also":[178],"showed":[179],"precision":[181],"recall,":[183],"particularly":[184],"contamination,":[189],"stains,":[190],"cuts.":[192],"Statistical":[193],"validation":[194],"paired":[196],"t-tests":[197],"confirmed":[198],"highly":[199],"significant":[200],"improvements":[201],"(p":[202],"<":[203],"0.05)":[204],"comparison":[206],"several":[208],"baseline":[209],"models,":[210],"confirming":[211],"robustness":[213],"proposed":[216],"approach.":[217],"Additionally,":[218],"quantitative":[220],"explainability":[221],"assessment":[222],"revealed":[223],"LayerCAM":[225],"highest":[228],"intersection":[229],"over":[230],"union":[231],"(IoU)":[232],"overlap":[233],"0.92":[235],"between":[236],"attention":[237],"maps":[238],"annotated":[240],"regions,":[241],"indicating":[242],"superior":[243],"interpretability":[244],"transparency.":[247],"research":[249],"showcases":[250],"promise":[252],"SSL":[254],"automating":[256],"reducing":[261],"reliance":[262],"labor-intensive":[264],"manual":[265],"inspections":[266],"enabling":[268],"scalable":[269],"deployment":[270],"industrial":[272],"settings.":[273]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-11T07:18:39.950985","created_date":"2026-03-31T00:00:00"}