{"id":"https://openalex.org/W4415316138","doi":"https://doi.org/10.1049/cit2.70072","title":"Deviation\u2010Guided Attention for Semi\u2010Supervised Anomaly Detection With Contrastive Regularisation","display_name":"Deviation\u2010Guided Attention for Semi\u2010Supervised Anomaly Detection With Contrastive Regularisation","publication_year":2025,"publication_date":"2025-10-18","ids":{"openalex":"https://openalex.org/W4415316138","doi":"https://doi.org/10.1049/cit2.70072"},"language":"en","primary_location":{"id":"doi:10.1049/cit2.70072","is_oa":true,"landing_page_url":"https://doi.org/10.1049/cit2.70072","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/cit2.70072","source":{"id":"https://openalex.org/S2898415742","display_name":"CAAI Transactions on Intelligence Technology","issn_l":"2468-2322","issn":["2468-2322","2468-6557"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"CAAI Transactions on Intelligence Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/cit2.70072","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104214245","display_name":"Guanglei Xie","orcid":"https://orcid.org/0009-0001-6803-8000"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanglei Xie","raw_affiliation_strings":["College of Intelligence Science and Technology National University of Defense Technology  Changsha Hunan China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology National University of Defense Technology  Changsha Hunan China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045579536","display_name":"Xiaochang Hu","orcid":"https://orcid.org/0000-0001-9938-622X"},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaochang Hu","raw_affiliation_strings":["The Beijing Institute of Basic Medical Sciences  Beijing China"],"affiliations":[{"raw_affiliation_string":"The Beijing Institute of Basic Medical Sciences  Beijing China","institution_ids":["https://openalex.org/I183519381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101934902","display_name":"Yi Sun","orcid":"https://orcid.org/0000-0002-1746-0404"},"institutions":[{"id":"https://openalex.org/I2802541053","display_name":"Academy of Military Medical Sciences","ror":"https://ror.org/02bv3c993","country_code":"CN","type":"facility","lineage":["https://openalex.org/I2802541053"]},{"id":"https://openalex.org/I4210158522","display_name":"PLA Academy of Military Science","ror":"https://ror.org/05ct4s596","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210158522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Sun","raw_affiliation_strings":["Academy of Military Science  Beijing China"],"affiliations":[{"raw_affiliation_string":"Academy of Military Science  Beijing China","institution_ids":["https://openalex.org/I4210158522","https://openalex.org/I2802541053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082375527","display_name":"Wenzhuo Zhang","orcid":"https://orcid.org/0009-0004-2990-8175"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenzhuo Zhang","raw_affiliation_strings":["College of Intelligence Science and Technology National University of Defense Technology  Changsha Hunan China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology National University of Defense Technology  Changsha Hunan China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064198695","display_name":"Yafeng Bu","orcid":"https://orcid.org/0009-0001-6010-646X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yafeng Bu","raw_affiliation_strings":["College of Intelligence Science and Technology National University of Defense Technology  Changsha Hunan China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology National University of Defense Technology  Changsha Hunan China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010131886","display_name":"Hao Fu","orcid":"https://orcid.org/0000-0003-1193-1196"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Fu","raw_affiliation_strings":["College of Intelligence Science and Technology National University of Defense Technology  Changsha Hunan China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology National University of Defense Technology  Changsha Hunan China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053112608","display_name":"Xin Xu","orcid":"https://orcid.org/0000-0003-3238-745X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xin Xu","raw_affiliation_strings":["College of Intelligence Science and Technology National University of Defense Technology  Changsha Hunan China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology National University of Defense Technology  Changsha Hunan China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5045579536","https://openalex.org/A5053112608"],"corresponding_institution_ids":["https://openalex.org/I170215575","https://openalex.org/I183519381"],"apc_list":{"value":2200,"currency":"USD","value_usd":2200},"apc_paid":{"value":2200,"currency":"USD","value_usd":2200},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15240217,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":"1","first_page":"66","last_page":"82"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":1.0,"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":1.0,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/anomaly-detection","display_name":"Anomaly detection","score":0.7784000039100647},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.6114000082015991},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5927000045776367},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5701000094413757},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49549999833106995}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7784000039100647},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6263999938964844},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.6114000082015991},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6062999963760376},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5927000045776367},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5701000094413757},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49549999833106995},{"id":"https://openalex.org/C2780224610","wikidata":"https://www.wikidata.org/wiki/Q1530061","display_name":"Credibility","level":2,"score":0.39259999990463257},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33629998564720154},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.31029999256134033},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.2754000127315521},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2734000086784363}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1049/cit2.70072","is_oa":true,"landing_page_url":"https://doi.org/10.1049/cit2.70072","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/cit2.70072","source":{"id":"https://openalex.org/S2898415742","display_name":"CAAI Transactions on Intelligence Technology","issn_l":"2468-2322","issn":["2468-2322","2468-6557"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"CAAI Transactions on Intelligence Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1049/cit2.70072","is_oa":true,"landing_page_url":"https://doi.org/10.1049/cit2.70072","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/cit2.70072","source":{"id":"https://openalex.org/S2898415742","display_name":"CAAI Transactions on Intelligence Technology","issn_l":"2468-2322","issn":["2468-2322","2468-6557"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"CAAI Transactions on Intelligence Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G62426012","display_name":null,"funder_award_id":"U24A20279","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":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415316138.pdf","grobid_xml":"https://content.openalex.org/works/W4415316138.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W569478347","https://openalex.org/W2099940443","https://openalex.org/W2136132422","https://openalex.org/W2296719434","https://openalex.org/W2580695889","https://openalex.org/W2593390416","https://openalex.org/W2743138268","https://openalex.org/W2756359217","https://openalex.org/W2803255133","https://openalex.org/W2885618505","https://openalex.org/W2902758299","https://openalex.org/W2949848919","https://openalex.org/W2987228832","https://openalex.org/W3004674976","https://openalex.org/W3035524453","https://openalex.org/W3159911466","https://openalex.org/W3165716503","https://openalex.org/W3213995312","https://openalex.org/W4205471456","https://openalex.org/W4220943531","https://openalex.org/W4226158669","https://openalex.org/W4244252398","https://openalex.org/W4292787455","https://openalex.org/W4323981513","https://openalex.org/W4365790188","https://openalex.org/W4385645347","https://openalex.org/W4386065775","https://openalex.org/W4386065890","https://openalex.org/W4386212336","https://openalex.org/W4387757665","https://openalex.org/W4390875033","https://openalex.org/W4392939995","https://openalex.org/W4393372396","https://openalex.org/W4402917235","https://openalex.org/W4403674969","https://openalex.org/W4403776911","https://openalex.org/W4404563539","https://openalex.org/W4407632484","https://openalex.org/W4408716899","https://openalex.org/W4411232425"],"related_works":[],"abstract_inverted_index":{"ABSTRACT":[0],"Anomaly":[1,55],"detection":[2,48,148],"(AD)":[3],"aims":[4],"to":[5,64,77,92,114],"identify":[6],"abnormal":[7],"patterns":[8],"that":[9,135],"deviate":[10],"from":[11],"normal":[12,119],"behaviour,":[13],"playing":[14],"a":[15,33,44,71,108],"critical":[16],"role":[17],"in":[18],"applications":[19],"such":[20],"as":[21],"industrial":[22],"inspection,":[23],"medical":[24],"imaging":[25],"and":[26,88,141],"autonomous":[27],"driving.":[28],"However,":[29],"AD":[30],"often":[31],"faces":[32],"scarcity":[34],"of":[35,68,81,102,118,126],"labelled":[36],"data.":[37],"To":[38],"address":[39],"this":[40],"challenge,":[41],"we":[42],"propose":[43],"novel":[45],"semi\u2010supervised":[46],"anomaly":[47,94,147],"method,":[49],"DASAD":[50,136],"(Deviation\u2010Guided":[51],"Attention":[52],"for":[53,104],"Semi\u2010Supervised":[54],"Detection),":[56],"which":[57],"integrates":[58],"deviation\u2010guided":[59,72],"attention":[60,73],"with":[61],"contrastive":[62,110],"regularisation":[63],"reduce":[65],"the":[66,100,123],"unreliability":[67],"pseudo\u2010labels.":[69],"Specifically,":[70],"mechanism":[74],"is":[75,112],"designed":[76],"combine":[78],"three":[79],"types":[80],"deviations:":[82],"latent":[83],"embeddings,":[84],"residual":[85],"direction":[86],"vectors":[87],"hierarchical":[89],"reconstruction":[90],"errors":[91],"capture":[93],"specific":[95],"cues":[96],"effectively,":[97],"thereby":[98],"enhancing":[99],"credibility":[101],"pseudo\u2010labels":[103],"unlabelled":[105],"samples.":[106],"Furthermore,":[107],"class\u2010asymmetric":[109],"loss":[111],"constructed":[113],"promote":[115],"compact":[116],"representations":[117],"instances":[120],"while":[121],"preserving":[122],"structural":[124],"diversity":[125],"anomalies.":[127],"Extensive":[128],"experiments":[129],"on":[130],"8":[131],"benchmark":[132],"datasets":[133],"demonstrate":[134],"consistently":[137],"outperforms":[138],"state\u2010of\u2010the\u2010art":[139],"methods":[140],"exhibits":[142],"strong":[143],"generalisation":[144],"across":[145],"6":[146],"domains.":[149]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-18T00:00:00"}