{"id":"https://openalex.org/W4391992447","doi":"https://doi.org/10.1109/tcyb.2024.3357213","title":"IM-IAD: Industrial Image Anomaly Detection Benchmark in Manufacturing","display_name":"IM-IAD: Industrial Image Anomaly Detection Benchmark in Manufacturing","publication_year":2024,"publication_date":"2024-02-21","ids":{"openalex":"https://openalex.org/W4391992447","doi":"https://doi.org/10.1109/tcyb.2024.3357213","pmid":"https://pubmed.ncbi.nlm.nih.gov/38381632"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2024.3357213","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2024.3357213","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5075634997","display_name":"Guoyang Xie","orcid":"https://orcid.org/0000-0001-8433-8153"},"institutions":[{"id":"https://openalex.org/I28290843","display_name":"University of Surrey","ror":"https://ror.org/00ks66431","country_code":"GB","type":"education","lineage":["https://openalex.org/I28290843"]},{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN","GB"],"is_corresponding":true,"raw_author_name":"Guoyang Xie","raw_affiliation_strings":["Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","Department of Computer Science, University of Surrey, Guildford, U.K"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"Department of Computer Science, University of Surrey, Guildford, U.K","institution_ids":["https://openalex.org/I28290843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101698854","display_name":"Jinbao Wang","orcid":"https://orcid.org/0000-0001-5916-8965"},"institutions":[{"id":"https://openalex.org/I28290843","display_name":"University of Surrey","ror":"https://ror.org/00ks66431","country_code":"GB","type":"education","lineage":["https://openalex.org/I28290843"]},{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Jinbao Wang","raw_affiliation_strings":["Department of Computer Science, University of Surrey, Guildford, U.K","Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Surrey, Guildford, U.K","institution_ids":["https://openalex.org/I28290843"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070146051","display_name":"Jiaqi Liu","orcid":"https://orcid.org/0000-0002-2153-8411"},"institutions":[{"id":"https://openalex.org/I28290843","display_name":"University of Surrey","ror":"https://ror.org/00ks66431","country_code":"GB","type":"education","lineage":["https://openalex.org/I28290843"]},{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Jiaqi Liu","raw_affiliation_strings":["Department of Computer Science, University of Surrey, Guildford, U.K","Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Surrey, Guildford, U.K","institution_ids":["https://openalex.org/I28290843"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103214571","display_name":"Jiayi Lyu","orcid":"https://orcid.org/0009-0007-9202-0947"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayi Lyu","raw_affiliation_strings":["School of Engineering Science, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Engineering Science, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028071674","display_name":"Yong Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Liu","raw_affiliation_strings":["Youtu Lab, Tencent, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Youtu Lab, Tencent, Shenzhen, China","institution_ids":["https://openalex.org/I2250653659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023834700","display_name":"Chengjie Wang","orcid":"https://orcid.org/0000-0003-4216-8090"},"institutions":[{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengjie Wang","raw_affiliation_strings":["Youtu Lab, Tencent, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Youtu Lab, Tencent, Shenzhen, China","institution_ids":["https://openalex.org/I2250653659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063285882","display_name":"Feng Zheng","orcid":"https://orcid.org/0000-0002-1701-9141"},"institutions":[{"id":"https://openalex.org/I28290843","display_name":"University of Surrey","ror":"https://ror.org/00ks66431","country_code":"GB","type":"education","lineage":["https://openalex.org/I28290843"]},{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Feng Zheng","raw_affiliation_strings":["Department of Computer Science, University of Surrey, Guildford, U.K","Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Surrey, Guildford, U.K","institution_ids":["https://openalex.org/I28290843"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032314861","display_name":"Yaochu Jin","orcid":"https://orcid.org/0000-0003-1100-0631"},"institutions":[{"id":"https://openalex.org/I28290843","display_name":"University of Surrey","ror":"https://ror.org/00ks66431","country_code":"GB","type":"education","lineage":["https://openalex.org/I28290843"]},{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Yaochu Jin","raw_affiliation_strings":["School of Engineering, Westlake University, Hangzhou, China","Department of Computer Science and Engineering, University of Surrey, Guildford, U.K"],"affiliations":[{"raw_affiliation_string":"School of Engineering, Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Surrey, Guildford, U.K","institution_ids":["https://openalex.org/I28290843"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5075634997"],"corresponding_institution_ids":["https://openalex.org/I28290843","https://openalex.org/I3045169105"],"apc_list":null,"apc_paid":null,"fwci":28.325,"has_fulltext":false,"cited_by_count":85,"citation_normalized_percentile":{"value":0.99746964,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"54","issue":"5","first_page":"2720","last_page":"2733"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9993000030517578,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9987000226974487,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9961000084877014,"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/benchmark","display_name":"Benchmark (surveying)","score":0.9178626537322998},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7579346895217896},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7073618173599243},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6058133840560913},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5799936056137085},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.539910078048706},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4726927578449249},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.4600275754928589},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45834824442863464},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3227490186691284},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10661929845809937},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0771307647228241}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.9178626537322998},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7579346895217896},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7073618173599243},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6058133840560913},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5799936056137085},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.539910078048706},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4726927578449249},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.4600275754928589},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45834824442863464},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3227490186691284},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10661929845809937},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0771307647228241},{"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2024.3357213","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2024.3357213","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},{"id":"pmid:38381632","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38381632","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6080631168","display_name":null,"funder_award_id":"62206122","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8142145165","display_name":null,"funder_award_id":"62122035","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":124,"referenced_works":["https://openalex.org/W1514928307","https://openalex.org/W1884984464","https://openalex.org/W2774918944","https://openalex.org/W2786446225","https://openalex.org/W2809705434","https://openalex.org/W2888407265","https://openalex.org/W2904008038","https://openalex.org/W2948982773","https://openalex.org/W2964137095","https://openalex.org/W2992005611","https://openalex.org/W3012055157","https://openalex.org/W3023868590","https://openalex.org/W3034314048","https://openalex.org/W3034648032","https://openalex.org/W3048815401","https://openalex.org/W3092704883","https://openalex.org/W3094502228","https://openalex.org/W3098511564","https://openalex.org/W3101158182","https://openalex.org/W3106848223","https://openalex.org/W3107088192","https://openalex.org/W3109715690","https://openalex.org/W3112381459","https://openalex.org/W3117272077","https://openalex.org/W3118600296","https://openalex.org/W3118895125","https://openalex.org/W3121084473","https://openalex.org/W3134257222","https://openalex.org/W3147184966","https://openalex.org/W3159648608","https://openalex.org/W3159879667","https://openalex.org/W3160074056","https://openalex.org/W3162910509","https://openalex.org/W3166166117","https://openalex.org/W3167437959","https://openalex.org/W3169077988","https://openalex.org/W3169651898","https://openalex.org/W3171079288","https://openalex.org/W3173538657","https://openalex.org/W3175716777","https://openalex.org/W3183588514","https://openalex.org/W3184915607","https://openalex.org/W3186300274","https://openalex.org/W3189556521","https://openalex.org/W3193992273","https://openalex.org/W3194129848","https://openalex.org/W3197116687","https://openalex.org/W3200806003","https://openalex.org/W3200904534","https://openalex.org/W3204332276","https://openalex.org/W3204520143","https://openalex.org/W3209793239","https://openalex.org/W3214308028","https://openalex.org/W3216908833","https://openalex.org/W4200434100","https://openalex.org/W4212874935","https://openalex.org/W4212919149","https://openalex.org/W4214694907","https://openalex.org/W4221145180","https://openalex.org/W4221152992","https://openalex.org/W4281933858","https://openalex.org/W4287887190","https://openalex.org/W4292264335","https://openalex.org/W4298052062","https://openalex.org/W4304091765","https://openalex.org/W4312239247","https://openalex.org/W4312289809","https://openalex.org/W4312298392","https://openalex.org/W4312433903","https://openalex.org/W4312605624","https://openalex.org/W4312772600","https://openalex.org/W4313195012","https://openalex.org/W4323647550","https://openalex.org/W4377130839","https://openalex.org/W4378499056","https://openalex.org/W4379924472","https://openalex.org/W4382240612","https://openalex.org/W4386047758","https://openalex.org/W4386065385","https://openalex.org/W4386071651","https://openalex.org/W4386351457","https://openalex.org/W4387968357","https://openalex.org/W4390692474","https://openalex.org/W4390872136","https://openalex.org/W4390872231","https://openalex.org/W4390872580","https://openalex.org/W4390872785","https://openalex.org/W4390874443","https://openalex.org/W4390874575","https://openalex.org/W4390875033","https://openalex.org/W4393158476","https://openalex.org/W6747231328","https://openalex.org/W6752554887","https://openalex.org/W6756754374","https://openalex.org/W6762892961","https://openalex.org/W6770970757","https://openalex.org/W6771530079","https://openalex.org/W6777869702","https://openalex.org/W6780405429","https://openalex.org/W6781627986","https://openalex.org/W6784057640","https://openalex.org/W6784838523","https://openalex.org/W6786940622","https://openalex.org/W6791353385","https://openalex.org/W6797053244","https://openalex.org/W6799854401","https://openalex.org/W6800652546","https://openalex.org/W6802573413","https://openalex.org/W6803919275","https://openalex.org/W6804720679","https://openalex.org/W6808515056","https://openalex.org/W6810366086","https://openalex.org/W6810508957","https://openalex.org/W6838461383","https://openalex.org/W6839167368","https://openalex.org/W6844196763","https://openalex.org/W6849441464","https://openalex.org/W6849540298","https://openalex.org/W6853095873","https://openalex.org/W6853307432","https://openalex.org/W6853382666","https://openalex.org/W6854053691","https://openalex.org/W6856244187","https://openalex.org/W6862930069"],"related_works":["https://openalex.org/W2944823289","https://openalex.org/W2378211422","https://openalex.org/W3037018281","https://openalex.org/W2003209439","https://openalex.org/W4321353415","https://openalex.org/W4321854979","https://openalex.org/W2745001401","https://openalex.org/W2358319515","https://openalex.org/W2048582679","https://openalex.org/W2782226720"],"abstract_inverted_index":{"Image":[0],"anomaly":[1],"detection":[2],"(IAD)":[3],"is":[4,42,57,170],"an":[5],"emerging":[6],"and":[7,46,104,107,111,158,165],"vital":[8],"computer":[9],"vision":[10],"task":[11],"in":[12,51],"industrial":[13],"manufacturing":[14],"(IM).":[15],"Recently,":[16],"many":[17],"advanced":[18],"algorithms":[19,64,88,125,157],"have":[20],"been":[21],"reported,":[22],"but":[23],"their":[24],"performance":[25],"deviates":[26],"considerably":[27],"with":[28,130],"various":[29,92],"IM":[30,40,77],"settings.":[31],"We":[32],"realize":[33],"that":[34],"the":[35,44,80,151,167,173],"lack":[36],"of":[37,48,94],"a":[38,66,75,117,131],"uniform":[39,67,76,132],"benchmark":[41,120,154],"hindering":[43],"development":[45],"usage":[47,110],"IAD":[49,63,119,145],"methods":[50],"real-world":[52],"applications.":[53],"In":[54],"addition,":[55],"it":[56],"difficult":[58],"for":[59,79],"researchers":[60],"to":[61,83,172],"analyze":[62],"without":[65],"benchmark.":[68],"To":[69],"solve":[70],"this":[71],"problem,":[72],"we":[73,115],"propose":[74],"benchmark,":[78],"first":[81],"time,":[82],"assess":[84],"how":[85],"well":[86],"these":[87],"perform,":[89],"which":[90,122],"includes":[91,123],"levels":[93],"supervision":[95],"(unsupervised":[96],"versus":[97],"fully":[98],"supervised),":[99],"learning":[100],"paradigms":[101],"(few-shot,":[102],"continual":[103],"noisy":[105],"label),":[106],"efficiency":[108],"(memory":[109],"inference":[112],"speed).":[113],"Then,":[114],"construct":[116],"comprehensive":[118],"(IM-IAD),":[121],"19":[124],"on":[126,139],"seven":[127],"major":[128],"datasets":[129],"setting.":[133],"Extensive":[134],"experiments":[135],"(17":[136],"017":[137],"total)":[138],"IM-IAD":[140,153],"provide":[141],"in-depth":[142],"insights":[143],"into":[144],"algorithm":[146],"redesign":[147],"or":[148],"selection.":[149],"Moreover,":[150],"proposed":[152],"challenges":[155],"existing":[156],"suggests":[159],"future":[160],"research":[161],"directions.":[162],"For":[163],"reproducibility":[164],"accessibility,":[166],"source":[168],"code":[169],"uploaded":[171],"website:":[174],"https://github.com/M-3LAB/open-iad.":[175]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":44},{"year":2024,"cited_by_count":32},{"year":2023,"cited_by_count":3}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}