{"id":"https://openalex.org/W4226126504","doi":"https://doi.org/10.1007/978-3-658-36932-3_61","title":"Realistic Evaluation of FixMatch on Imbalanced Medical Image Classification Tasks","display_name":"Realistic Evaluation of FixMatch on Imbalanced Medical Image Classification Tasks","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4226126504","doi":"https://doi.org/10.1007/978-3-658-36932-3_61"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-658-36932-3_61","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-658-36932-3_61","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/A5063893007","display_name":"Maximilian Zenk","orcid":"https://orcid.org/0000-0002-8933-5995"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"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"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Maximilian Zenk","raw_affiliation_strings":["Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Deutschland"],"affiliations":[{"raw_affiliation_string":"Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Deutschland","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":["Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Deutschland"],"affiliations":[{"raw_affiliation_string":"Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Deutschland","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072647800","display_name":"Fabian Isensee","orcid":"https://orcid.org/0000-0002-3519-5886"},"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":"Fabian Isensee","raw_affiliation_strings":["Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Deutschland"],"affiliations":[{"raw_affiliation_string":"Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Deutschland","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012942347","display_name":"Paul F. J\u00e4ger","orcid":"https://orcid.org/0000-0002-6243-2568"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"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"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Paul F. J\u00e4ger","raw_affiliation_strings":["Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Deutschland"],"affiliations":[{"raw_affiliation_string":"Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Deutschland","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081757049","display_name":"Jakob Wasserthal","orcid":"https://orcid.org/0000-0002-9921-5698"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jakob Wasserthal","raw_affiliation_strings":["University Hospital Basel, Basel, Schweiz"],"affiliations":[{"raw_affiliation_string":"University Hospital Basel, Basel, Schweiz","institution_ids":[]}]},{"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 Maier-Hein","raw_affiliation_strings":["Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Deutschland","Medical Image Computing, E230, Deutsches Krebsforschungszentrum  (DKFZ), Heidelberg, Deutschland"],"affiliations":[{"raw_affiliation_string":"Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Deutschland","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"]},{"raw_affiliation_string":"Medical Image Computing, E230, Deutsches Krebsforschungszentrum  (DKFZ), Heidelberg, 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/A5063893007"],"corresponding_institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"],"apc_list":null,"apc_paid":null,"fwci":1.386,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.81614964,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"291","last_page":"296"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9998999834060669,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9973999857902527,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.996999979019165,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.8619487285614014},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7122409343719482},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6199780702590942},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.615818440914154},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6047577857971191},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5636749267578125},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.5180020928382874},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.4671342372894287},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36943238973617554},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.05416989326477051}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.8619487285614014},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7122409343719482},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6199780702590942},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.615818440914154},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6047577857971191},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5636749267578125},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.5180020928382874},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.4671342372894287},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36943238973617554},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.05416989326477051},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-658-36932-3_61","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-658-36932-3_61","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":10,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2793843524","https://openalex.org/W2936503027","https://openalex.org/W2963466845","https://openalex.org/W2989700832","https://openalex.org/W3001197829","https://openalex.org/W3024371423","https://openalex.org/W3035682985","https://openalex.org/W3095500215","https://openalex.org/W3098394437"],"related_works":["https://openalex.org/W2602382373","https://openalex.org/W3003615511","https://openalex.org/W3198113463","https://openalex.org/W4285827128","https://openalex.org/W2787698406","https://openalex.org/W2963844355","https://openalex.org/W4361251046","https://openalex.org/W98577079","https://openalex.org/W4285328440","https://openalex.org/W4390062853"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
