{"id":"https://openalex.org/W4379031963","doi":"https://doi.org/10.1007/978-3-658-41657-7_54","title":"Contrastive Representations for Unsupervised Anomaly Detection and Localization","display_name":"Contrastive Representations for Unsupervised Anomaly Detection and Localization","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4379031963","doi":"https://doi.org/10.1007/978-3-658-41657-7_54"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-658-41657-7_54","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-658-41657-7_54","pdf_url":null,"source":{"id":"https://openalex.org/S4210235615","display_name":"Informatik aktuell","issn_l":"1431-472X","issn":["1431-472X","2628-8958"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatik aktuell","raw_type":"book-chapter"},"type":"book-chapter","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/A5084479198","display_name":"Carsten T. L\u00fcth","orcid":null},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Carsten T. L\u00fcth","raw_affiliation_strings":["Interactive Machine Learning Group, German Cancer Research Center (DKFZ), Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Interactive Machine Learning Group, German Cancer Research Center (DKFZ), Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102832749","display_name":"David Zimmerer","orcid":"https://orcid.org/0000-0002-8865-2171"},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"David Zimmerer","raw_affiliation_strings":["Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083597103","display_name":"Gregor Koehler","orcid":"https://orcid.org/0000-0002-5263-6786"},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gregor Koehler","raw_affiliation_strings":["Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020482673","display_name":"Paul F. Jaeger","orcid":null},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Paul F. Jaeger","raw_affiliation_strings":["Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092066931","display_name":"Fabian Isenensee","orcid":null},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"id":"https://openalex.org/I4210151100","display_name":"DKFZ-ZMBH Alliance","ror":"https://ror.org/05x8b4491","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I4210151100"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabian Isenensee","raw_affiliation_strings":["Medical Image Computing Group, Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Medical Image Computing Group, Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Germany","institution_ids":["https://openalex.org/I4210151100","https://openalex.org/I17937529","https://openalex.org/I223822909"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027292126","display_name":"Klaus Maier\u2010Hein","orcid":"https://orcid.org/0000-0002-6626-2463"},"institutions":[{"id":"https://openalex.org/I4210151100","display_name":"DKFZ-ZMBH Alliance","ror":"https://ror.org/05x8b4491","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I4210151100"]},{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Klaus H. Maier-Hein","raw_affiliation_strings":["Medical Image Computing Group, Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Germany","Medical Image Computing, E230, Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Baden-W\u00fcrttemberg, Deutschland"],"affiliations":[{"raw_affiliation_string":"Medical Image Computing Group, Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Germany","institution_ids":["https://openalex.org/I4210151100","https://openalex.org/I17937529","https://openalex.org/I223822909"]},{"raw_affiliation_string":"Medical Image Computing, E230, Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Baden-W\u00fcrttemberg, Deutschland","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I4210151100","https://openalex.org/I223822909"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5084479198"],"corresponding_institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"],"apc_list":null,"apc_paid":null,"fwci":1.0665,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.76381315,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"246","last_page":"252"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998999834060669,"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":0.9998999834060669,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9934999942779541,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9872000217437744,"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/computer-science","display_name":"Computer science","score":0.676855206489563},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6404050588607788},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.624287486076355},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5234236717224121},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5069901943206787},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48552799224853516},{"id":"https://openalex.org/keywords/latent-variable","display_name":"Latent variable","score":0.4821709990501404},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.4573518633842468},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.43826061487197876},{"id":"https://openalex.org/keywords/latent-variable-model","display_name":"Latent variable model","score":0.4344950318336487},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.37493395805358887},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16840210556983948}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.676855206489563},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6404050588607788},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.624287486076355},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5234236717224121},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5069901943206787},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48552799224853516},{"id":"https://openalex.org/C51167844","wikidata":"https://www.wikidata.org/wiki/Q4422623","display_name":"Latent variable","level":2,"score":0.4821709990501404},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.4573518633842468},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.43826061487197876},{"id":"https://openalex.org/C65965080","wikidata":"https://www.wikidata.org/wiki/Q1806885","display_name":"Latent variable model","level":3,"score":0.4344950318336487},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.37493395805358887},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16840210556983948},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-658-41657-7_54","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-658-41657-7_54","pdf_url":null,"source":{"id":"https://openalex.org/S4210235615","display_name":"Informatik aktuell","issn_l":"1431-472X","issn":["1431-472X","2628-8958"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatik aktuell","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2020519533","https://openalex.org/W2049633694","https://openalex.org/W2484736472","https://openalex.org/W2751069891","https://openalex.org/W2914570111","https://openalex.org/W2979688502","https://openalex.org/W3021584089","https://openalex.org/W3118868805","https://openalex.org/W3166166117","https://openalex.org/W3200457825","https://openalex.org/W4313156423","https://openalex.org/W6600473098","https://openalex.org/W6601630192","https://openalex.org/W6803220368","https://openalex.org/W6818723395"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W2461917396","https://openalex.org/W1966667550","https://openalex.org/W2037497866","https://openalex.org/W4243467573","https://openalex.org/W2616125534","https://openalex.org/W2770703741","https://openalex.org/W2963987720","https://openalex.org/W2146310005"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}