{"id":"https://openalex.org/W4294831525","doi":"https://doi.org/10.1007/978-3-031-15919-0_30","title":"Systematic Comparison of\u00a0Incomplete-Supervision Approaches for\u00a0Biomedical Image Classification","display_name":"Systematic Comparison of\u00a0Incomplete-Supervision Approaches for\u00a0Biomedical Image Classification","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4294831525","doi":"https://doi.org/10.1007/978-3-031-15919-0_30"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-15919-0_30","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-15919-0_30","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://push-zb.helmholtz-munich.de/deliver.php?id=35089","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035757196","display_name":"Sayedali Shetab Boushehri","orcid":"https://orcid.org/0000-0003-3391-9294"},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Zentrum M\u00fcnchen","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]},{"id":"https://openalex.org/I4210094361","display_name":"Roche Pharma AG (Germany)","ror":"https://ror.org/00sh68184","country_code":"DE","type":"company","lineage":["https://openalex.org/I118019719","https://openalex.org/I4210094361"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Sayedali Shetab Boushehri","raw_affiliation_strings":["Data Science, Pharmaceutical Research and Early Development Informatics (pREDi), Roche Innovation Center Munich (RICM), Munich, Germany","Institute of AI for Health, Helmholtz Munich, Munich, Germany","Institute of Computational Biology, Helmholtz Munich, Munich, Germany","Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0003-3391-9294","affiliations":[{"raw_affiliation_string":"Data Science, Pharmaceutical Research and Early Development Informatics (pREDi), Roche Innovation Center Munich (RICM), Munich, Germany","institution_ids":["https://openalex.org/I4210094361"]},{"raw_affiliation_string":"Institute of AI for Health, Helmholtz Munich, Munich, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"Institute of Computational Biology, Helmholtz Munich, Munich, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070416476","display_name":"Ahmad Bin Qasim","orcid":"https://orcid.org/0000-0002-6502-8851"},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Zentrum M\u00fcnchen","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ahmad Bin Qasim","raw_affiliation_strings":["Institute of Computational Biology, Helmholtz Munich, Munich, Germany","Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-6502-8851","affiliations":[{"raw_affiliation_string":"Institute of Computational Biology, Helmholtz Munich, Munich, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085835684","display_name":"Dominik Waibel","orcid":"https://orcid.org/0000-0002-3753-8598"},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Zentrum M\u00fcnchen","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dominik Waibel","raw_affiliation_strings":["Institute of AI for Health, Helmholtz Munich, Munich, Germany","Institute of Computational Biology, Helmholtz Munich, Munich, Germany","Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3753-8598","affiliations":[{"raw_affiliation_string":"Institute of AI for Health, Helmholtz Munich, Munich, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"Institute of Computational Biology, Helmholtz Munich, Munich, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028827406","display_name":"Fabian Schmich","orcid":"https://orcid.org/0000-0003-1604-4406"},"institutions":[{"id":"https://openalex.org/I4210094361","display_name":"Roche Pharma AG (Germany)","ror":"https://ror.org/00sh68184","country_code":"DE","type":"company","lineage":["https://openalex.org/I118019719","https://openalex.org/I4210094361"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabian Schmich","raw_affiliation_strings":["Data Science, Pharmaceutical Research and Early Development Informatics (pREDi), Roche Innovation Center Munich (RICM), Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0003-1604-4406","affiliations":[{"raw_affiliation_string":"Data Science, Pharmaceutical Research and Early Development Informatics (pREDi), Roche Innovation Center Munich (RICM), Munich, Germany","institution_ids":["https://openalex.org/I4210094361"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046721596","display_name":"Carsten Marr","orcid":"https://orcid.org/0000-0003-2154-4552"},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Zentrum M\u00fcnchen","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Carsten Marr","raw_affiliation_strings":["Institute of AI for Health, Helmholtz Munich, Munich, Germany","Institute of Computational Biology, Helmholtz Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0003-2154-4552","affiliations":[{"raw_affiliation_string":"Institute of AI for Health, Helmholtz Munich, Munich, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"Institute of Computational Biology, Helmholtz Munich, Munich, Germany","institution_ids":["https://openalex.org/I3018134672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5035757196"],"corresponding_institution_ids":["https://openalex.org/I3018134672","https://openalex.org/I4210094361","https://openalex.org/I62916508"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":6.4209,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.9762401,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"355","last_page":"365"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9887999892234802,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7489118576049805},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7225751876831055},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5957134962081909},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.5468220710754395},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.5422388911247253},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5320317149162292},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.5174739956855774},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.5120070576667786},{"id":"https://openalex.org/keywords/semi-supervised-learning","display_name":"Semi-supervised learning","score":0.47687727212905884},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.474079966545105},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.44444161653518677},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.43290114402770996},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.11930909752845764}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7489118576049805},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7225751876831055},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5957134962081909},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.5468220710754395},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.5422388911247253},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5320317149162292},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.5174739956855774},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.5120070576667786},{"id":"https://openalex.org/C58973888","wikidata":"https://www.wikidata.org/wiki/Q1041418","display_name":"Semi-supervised learning","level":2,"score":0.47687727212905884},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.474079966545105},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.44444161653518677},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.43290114402770996},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.11930909752845764},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-031-15919-0_30","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-15919-0_30","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:push-zb.helmholtz-munich.de:66298","is_oa":true,"landing_page_url":"https://push-zb.helmholtz-munich.de/frontdoor.php?source_opus=66298","pdf_url":"https://push-zb.helmholtz-munich.de/deliver.php?id=35089","source":{"id":"https://openalex.org/S7407055352","display_name":"PuSH - Publication Server of Helmholtz Zentrum M\u00fcnchen","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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lect. Notes Comput. Sc. 13529 LNCS, 355-365 (2022)","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:opus-zb.helmholtz-muenchen.de:66298","is_oa":true,"landing_page_url":"https://push-zb.helmholtz-muenchen.de/frontdoor.php?source_opus=66298","pdf_url":null,"source":{"id":"https://openalex.org/S4377196115","display_name":"Site cant be reached","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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lect. Notes Comput. Sc. 13529 LNCS, 355-365 (2022)","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:push-zb.helmholtz-munich.de:66298","is_oa":true,"landing_page_url":"https://push-zb.helmholtz-munich.de/frontdoor.php?source_opus=66298","pdf_url":"https://push-zb.helmholtz-munich.de/deliver.php?id=35089","source":{"id":"https://openalex.org/S7407055352","display_name":"PuSH - Publication Server of Helmholtz Zentrum M\u00fcnchen","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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lect. Notes Comput. Sc. 13529 LNCS, 355-365 (2022)","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309432","display_name":"F. Hoffmann-La Roche","ror":"https://ror.org/00by1q217"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4294831525.pdf"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1006412455","https://openalex.org/W2083927153","https://openalex.org/W2098742124","https://openalex.org/W2117763124","https://openalex.org/W2124244761","https://openalex.org/W2194775991","https://openalex.org/W2271268216","https://openalex.org/W2581082771","https://openalex.org/W2611650229","https://openalex.org/W2746791238","https://openalex.org/W2750796620","https://openalex.org/W2794825826","https://openalex.org/W2887280559","https://openalex.org/W2947706148","https://openalex.org/W2956371155","https://openalex.org/W2963946669","https://openalex.org/W2979505708","https://openalex.org/W2984353870","https://openalex.org/W2986235590","https://openalex.org/W2995015263","https://openalex.org/W3023371261","https://openalex.org/W3035164673","https://openalex.org/W3101156210","https://openalex.org/W3102785203","https://openalex.org/W3176276772","https://openalex.org/W3202289778","https://openalex.org/W4212774754","https://openalex.org/W6601337496","https://openalex.org/W6601630192","https://openalex.org/W6601781608","https://openalex.org/W6603443027","https://openalex.org/W6834411229","https://openalex.org/W6940528644"],"related_works":["https://openalex.org/W3162567751","https://openalex.org/W3025582806","https://openalex.org/W1492505081","https://openalex.org/W4226172683","https://openalex.org/W2295628041","https://openalex.org/W3210156800","https://openalex.org/W4319309271","https://openalex.org/W3200361725","https://openalex.org/W1022151902","https://openalex.org/W3089076581"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2022-09-07T00:00:00"}