{"id":"https://openalex.org/W4395696001","doi":"https://doi.org/10.1007/s11548-024-03145-8","title":"One model to use them all: training a segmentation model with complementary datasets","display_name":"One model to use them all: training a segmentation model with complementary datasets","publication_year":2024,"publication_date":"2024-04-27","ids":{"openalex":"https://openalex.org/W4395696001","doi":"https://doi.org/10.1007/s11548-024-03145-8","pmid":"https://pubmed.ncbi.nlm.nih.gov/38678102"},"language":"en","primary_location":{"id":"doi:10.1007/s11548-024-03145-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-024-03145-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-024-03145-8.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11548-024-03145-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056857657","display_name":"Alexander C. Jenke","orcid":"https://orcid.org/0000-0002-4675-417X"},"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"]},{"id":"https://openalex.org/I2801798921","display_name":"Helmholtz-Zentrum Dresden-Rossendorf","ror":"https://ror.org/01zy2cs03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2801798921"]},{"id":"https://openalex.org/I4210111460","display_name":"National Center for Tumor Diseases","ror":"https://ror.org/01txwsw02","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210111460"]},{"id":"https://openalex.org/I4210162051","display_name":"University Hospital Carl Gustav Carus","ror":"https://ror.org/04za5zm41","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210162051"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Alexander C. Jenke","raw_affiliation_strings":["Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Fetscherstra\u00dfe 74, Dresden, Germany. alexander.jenke@nct-dresden.de","Faculty of Medicine and University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany. alexander.jenke@nct-dresden.de","German Cancer Research Center (DKFZ), Heidelberg, Germany. alexander.jenke@nct-dresden.de","Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Dresden, Germany. alexander.jenke@nct-dresden.de","Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Fetscherstra\u00dfe 74, Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0002-4675-417X","affiliations":[{"raw_affiliation_string":"Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Fetscherstra\u00dfe 74, Dresden, Germany. alexander.jenke@nct-dresden.de","institution_ids":["https://openalex.org/I4210111460"]},{"raw_affiliation_string":"Faculty of Medicine and University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany. alexander.jenke@nct-dresden.de","institution_ids":["https://openalex.org/I4210162051"]},{"raw_affiliation_string":"German Cancer Research Center (DKFZ), Heidelberg, Germany. alexander.jenke@nct-dresden.de","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"]},{"raw_affiliation_string":"Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Dresden, Germany. alexander.jenke@nct-dresden.de","institution_ids":["https://openalex.org/I2801798921"]},{"raw_affiliation_string":"Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Fetscherstra\u00dfe 74, Dresden, Germany","institution_ids":["https://openalex.org/I4210111460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034437528","display_name":"Sebastian Bodenstedt","orcid":"https://orcid.org/0000-0002-2203-9729"},"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"]},{"id":"https://openalex.org/I2801798921","display_name":"Helmholtz-Zentrum Dresden-Rossendorf","ror":"https://ror.org/01zy2cs03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2801798921"]},{"id":"https://openalex.org/I4210111460","display_name":"National Center for Tumor Diseases","ror":"https://ror.org/01txwsw02","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210111460"]},{"id":"https://openalex.org/I4210162051","display_name":"University Hospital Carl Gustav Carus","ror":"https://ror.org/04za5zm41","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210162051"]},{"id":"https://openalex.org/I4405267400","display_name":"Centre for Tactile Internet with Human-in-the-Loop","ror":"https://ror.org/02kfbaj13","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4405267400","https://openalex.org/I78650965"]},{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Bodenstedt","raw_affiliation_strings":["Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technical University Dresden, CeTI Exzellenz-Cluster, Dresden, Saxony, Germany","Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Fetscherstra\u00dfe 74, Dresden, Germany","Faculty of Medicine and University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany","German Cancer Research Center (DKFZ), Heidelberg, Germany","Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Dresden, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technical University Dresden, CeTI Exzellenz-Cluster, Dresden, Saxony, Germany","institution_ids":["https://openalex.org/I78650965","https://openalex.org/I4405267400"]},{"raw_affiliation_string":"Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Fetscherstra\u00dfe 74, Dresden, Germany","institution_ids":["https://openalex.org/I4210111460"]},{"raw_affiliation_string":"Faculty of Medicine and University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I4210162051"]},{"raw_affiliation_string":"German Cancer Research Center (DKFZ), Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"]},{"raw_affiliation_string":"Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Dresden, Germany","institution_ids":["https://openalex.org/I2801798921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059363211","display_name":"Fiona R. Kolbinger","orcid":"https://orcid.org/0000-0003-2265-4809"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]},{"id":"https://openalex.org/I4210162051","display_name":"University Hospital Carl Gustav Carus","ror":"https://ror.org/04za5zm41","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210162051"]},{"id":"https://openalex.org/I4405267400","display_name":"Centre for Tactile Internet with Human-in-the-Loop","ror":"https://ror.org/02kfbaj13","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4405267400","https://openalex.org/I78650965"]},{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Fiona R. Kolbinger","raw_affiliation_strings":["Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technical University Dresden, CeTI Exzellenz-Cluster, Dresden, Saxony, Germany","Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technical University Dresden, Fetscherstra\u00dfe 74, Dresden, Saxony, Germany","Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technical University Dresden, CeTI Exzellenz-Cluster, Dresden, Saxony, Germany","institution_ids":["https://openalex.org/I78650965","https://openalex.org/I4405267400"]},{"raw_affiliation_string":"Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technical University Dresden, Fetscherstra\u00dfe 74, Dresden, Saxony, Germany","institution_ids":["https://openalex.org/I4210162051"]},{"raw_affiliation_string":"Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020380620","display_name":"Marius Distler","orcid":"https://orcid.org/0000-0002-3164-5755"},"institutions":[{"id":"https://openalex.org/I4210162051","display_name":"University Hospital Carl Gustav Carus","ror":"https://ror.org/04za5zm41","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210162051"]},{"id":"https://openalex.org/I4405267400","display_name":"Centre for Tactile Internet with Human-in-the-Loop","ror":"https://ror.org/02kfbaj13","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4405267400","https://openalex.org/I78650965"]},{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marius Distler","raw_affiliation_strings":["Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technical University Dresden, CeTI Exzellenz-Cluster, Dresden, Saxony, Germany","Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technical University Dresden, Fetscherstra\u00dfe 74, Dresden, Saxony, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technical University Dresden, CeTI Exzellenz-Cluster, Dresden, Saxony, Germany","institution_ids":["https://openalex.org/I78650965","https://openalex.org/I4405267400"]},{"raw_affiliation_string":"Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technical University Dresden, Fetscherstra\u00dfe 74, Dresden, Saxony, Germany","institution_ids":["https://openalex.org/I4210162051"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014919291","display_name":"J\u00fcrgen Weitz","orcid":"https://orcid.org/0000-0002-5760-6391"},"institutions":[{"id":"https://openalex.org/I4210162051","display_name":"University Hospital Carl Gustav Carus","ror":"https://ror.org/04za5zm41","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210162051"]},{"id":"https://openalex.org/I4405267400","display_name":"Centre for Tactile Internet with Human-in-the-Loop","ror":"https://ror.org/02kfbaj13","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4405267400","https://openalex.org/I78650965"]},{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen Weitz","raw_affiliation_strings":["Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technical University Dresden, CeTI Exzellenz-Cluster, Dresden, Saxony, Germany","Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technical University Dresden, Fetscherstra\u00dfe 74, Dresden, Saxony, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technical University Dresden, CeTI Exzellenz-Cluster, Dresden, Saxony, Germany","institution_ids":["https://openalex.org/I78650965","https://openalex.org/I4405267400"]},{"raw_affiliation_string":"Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technical University Dresden, Fetscherstra\u00dfe 74, Dresden, Saxony, Germany","institution_ids":["https://openalex.org/I4210162051"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003648994","display_name":"Stefanie Speidel","orcid":"https://orcid.org/0000-0002-4590-1908"},"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"]},{"id":"https://openalex.org/I2801798921","display_name":"Helmholtz-Zentrum Dresden-Rossendorf","ror":"https://ror.org/01zy2cs03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2801798921"]},{"id":"https://openalex.org/I4210111460","display_name":"National Center for Tumor Diseases","ror":"https://ror.org/01txwsw02","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210111460"]},{"id":"https://openalex.org/I4210162051","display_name":"University Hospital Carl Gustav Carus","ror":"https://ror.org/04za5zm41","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210162051"]},{"id":"https://openalex.org/I4405267400","display_name":"Centre for Tactile Internet with Human-in-the-Loop","ror":"https://ror.org/02kfbaj13","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4405267400","https://openalex.org/I78650965"]},{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefanie Speidel","raw_affiliation_strings":["Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technical University Dresden, CeTI Exzellenz-Cluster, Dresden, Saxony, Germany","Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Fetscherstra\u00dfe 74, Dresden, Germany","Faculty of Medicine and University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany","German Cancer Research Center (DKFZ), Heidelberg, Germany","Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Dresden, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technical University Dresden, CeTI Exzellenz-Cluster, Dresden, Saxony, Germany","institution_ids":["https://openalex.org/I78650965","https://openalex.org/I4405267400"]},{"raw_affiliation_string":"Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT/UCC) Dresden, Fetscherstra\u00dfe 74, Dresden, Germany","institution_ids":["https://openalex.org/I4210111460"]},{"raw_affiliation_string":"Faculty of Medicine and University Hospital Carl Gustav Carus, Technical University Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I4210162051"]},{"raw_affiliation_string":"German Cancer Research Center (DKFZ), Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909"]},{"raw_affiliation_string":"Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Dresden, Germany","institution_ids":["https://openalex.org/I2801798921"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5056857657"],"corresponding_institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I2801798921","https://openalex.org/I4210111460","https://openalex.org/I4210162051"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":{"value":3390,"currency":"EUR","value_usd":4390},"fwci":2.2985,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.87545114,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"19","issue":"6","first_page":"1233","last_page":"1241"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10916","display_name":"Surgical Simulation and Training","score":0.3806000053882599,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10916","display_name":"Surgical Simulation and Training","score":0.3806000053882599,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10862","display_name":"AI in cancer detection","score":0.10140000283718109,"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/T14510","display_name":"Medical Imaging and Analysis","score":0.08789999783039093,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/computer-science","display_name":"Computer science","score":0.828227162361145},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7076616287231445},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6463865041732788},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5239472389221191},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.4554370045661926},{"id":"https://openalex.org/keywords/multiple-models","display_name":"Multiple Models","score":0.4113501012325287},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4037698209285736},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3561367392539978}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.828227162361145},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7076616287231445},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6463865041732788},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5239472389221191},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.4554370045661926},{"id":"https://openalex.org/C2779714256","wikidata":"https://www.wikidata.org/wiki/Q25305062","display_name":"Multiple Models","level":2,"score":0.4113501012325287},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4037698209285736},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3561367392539978}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1007/s11548-024-03145-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-024-03145-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-024-03145-8.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},{"id":"pmid:38678102","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38678102","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":"International journal of computer assisted radiology and surgery","raw_type":null},{"id":"pmh:oai:frl.publisso.de:frl:6518029","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11178567","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11178567/pdf/11548_2024_Article_3145.pdf","source":{"id":"https://openalex.org/S4377196269","display_name":"PUBLISSO (German National Library of Medicine)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210112663","host_organization_name":"ZB MED - Information Centre for Life Sciences","host_organization_lineage":["https://openalex.org/I4210112663"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://lobid.org/resources/99370675073906441#!, 19(6):1233-1241","raw_type":"Zeitschriftenartikel"}],"best_oa_location":{"id":"doi:10.1007/s11548-024-03145-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-024-03145-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-024-03145-8.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.800000011920929,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G1375572575","display_name":"EXC 2050: Centre for Tactile Internet with HumanintheLoop (CeTI)","funder_award_id":"390696704","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G1564916418","display_name":null,"funder_award_id":"BMG 2520DAT82","funder_id":"https://openalex.org/F4320321721","funder_display_name":"Bundesministerium f\u00fcr Gesundheit"},{"id":"https://openalex.org/G1933938177","display_name":null,"funder_award_id":"EXC 2050/1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G3443604983","display_name":null,"funder_award_id":"2520DAT82","funder_id":"https://openalex.org/F4320321721","funder_display_name":"Bundesministerium f\u00fcr Gesundheit"},{"id":"https://openalex.org/G3962681082","display_name":null,"funder_award_id":"ID 390696704","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G4021765181","display_name":null,"funder_award_id":"2050/1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G438420861","display_name":null,"funder_award_id":"101092644","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G4624836527","display_name":null,"funder_award_id":"CoBot 2.0","funder_id":"https://openalex.org/F4320310693","funder_display_name":"Deutsches Krebsforschungszentrum"},{"id":"https://openalex.org/G5154814024","display_name":null,"funder_award_id":"390696704","funder_id":"https://openalex.org/F4320321613","funder_display_name":"Technische Universit\u00e4t Dresden"},{"id":"https://openalex.org/G5368477216","display_name":"Extreme Near-Data Processing  Platform","funder_award_id":"101092644","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320310693","display_name":"Deutsches Krebsforschungszentrum","ror":"https://ror.org/04cdgtt98"},{"id":"https://openalex.org/F4320310697","display_name":"Joachim Herz Stiftung","ror":"https://ror.org/01j8qgg43"},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321613","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30"},{"id":"https://openalex.org/F4320321721","display_name":"Bundesministerium f\u00fcr Gesundheit","ror":"https://ror.org/05vp4ka74"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4395696001.pdf"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W1651609297","https://openalex.org/W1987869189","https://openalex.org/W2630837129","https://openalex.org/W2922139421","https://openalex.org/W2948778231","https://openalex.org/W2952122856","https://openalex.org/W2964950992","https://openalex.org/W3003209274","https://openalex.org/W3117686595","https://openalex.org/W3127107873","https://openalex.org/W3212407416","https://openalex.org/W4221148496","https://openalex.org/W4295312788","https://openalex.org/W4296193698","https://openalex.org/W4315781049","https://openalex.org/W4385441998","https://openalex.org/W4387211144"],"related_works":["https://openalex.org/W2361861616","https://openalex.org/W2263699433","https://openalex.org/W2377979023","https://openalex.org/W2218034408","https://openalex.org/W2392921965","https://openalex.org/W2358755282","https://openalex.org/W2625833328","https://openalex.org/W1533177136","https://openalex.org/W4380994516","https://openalex.org/W2251519152"],"abstract_inverted_index":{"PURPOSE:":[0],"Understanding":[1],"surgical":[2,229],"scenes":[3],"is":[4,20,133],"crucial":[5],"for":[6,209,236,257,264],"computer-assisted":[7],"surgery":[8],"systems":[9],"to":[10,57,85,97,103,114,180,199],"provide":[11],"intelligent":[12],"assistance":[13],"functionality.":[14],"One":[15],"way":[16,256],"of":[17,35,41,76,107,118,157,183,245,275],"achieving":[18],"this":[19,51],"via":[21],"scene":[22,71,230],"segmentation":[23,72,231],"using":[24],"machine":[25],"learning":[26],"(ML).":[27],"However,":[28],"such":[29],"ML":[30],"models":[31,184],"require":[32],"large":[33],"amounts":[34],"annotated":[36,61,238],"training":[37,141,246],"data,":[38],"containing":[39],"examples":[40],"all":[42],"relevant":[43],"object":[44],"classes,":[45,195,204],"which":[46,153],"are":[47],"rarely":[48],"available.":[49],"In":[50],"work,":[52],"we":[53,101,123,196,223],"propose":[54,102],"a":[55,127,142,206,225,247],"method":[56,83,139,226],"combine":[58,86],"multiple":[59,77,155,194,216,250],"partially":[60],"datasets,":[62],"providing":[63],"complementary":[64,90,251],"annotations,":[65,121],"into":[66,168],"one":[67,169,265],"model,":[68,170],"enabling":[69],"better":[70],"and":[73,113,211,218],"the":[74,131,146,173,187,201,234,243,255,262,273],"use":[75,104,274],"readily":[78],"available":[79,87,148],"datasets.":[80,239,252,278],"METHODS:":[81],"Our":[82,162,240],"aims":[84],"data":[88],"with":[89],"labels":[91],"by":[92,130,140,177],"leveraging":[93,215],"mutual":[94,220],"exclusive":[95],"properties":[96],"maximize":[98],"information.":[99],"Specifically,":[100],"positive":[105,128],"annotations":[106],"other":[108],"classes":[109,167,188],"as":[110,122],"negative":[111],"samples":[112],"exclude":[115],"background":[116],"pixels":[117],"these":[119],"binary":[120,158],"cannot":[124],"tell":[125],"if":[126],"prediction":[129],"model":[132,144,248],"correct.":[134],"RESULTS:":[135],"We":[136],"evaluate":[137],"our":[138],"DeepLabV3":[143],"on":[145,186,193,249],"publicly":[147],"Dresden":[149],"Surgical":[150],"Anatomy":[151],"Dataset,":[152],"provides":[154],"subsets":[156],"segmented":[159,269],"anatomical":[160],"structures.":[161],"approach":[163],"successfully":[164],"combines":[165],"6":[166],"significantly":[171],"increasing":[172],"overall":[174],"Dice":[175],"Score":[176],"4.4%":[178],"compared":[179],"an":[181],"ensemble":[182],"trained":[185],"individually.":[189],"By":[190,214],"including":[191],"information":[192],"were":[197],"able":[198],"reduce":[200],"confusion":[202],"between":[203],"e.g.":[205],"24%":[207],"drop":[208],"stomach":[210],"colon.":[212],"CONCLUSION:":[213],"datasets":[217],"applying":[219],"exclusion":[221],"constraints,":[222],"developed":[224],"that":[227],"improves":[228],"performance":[232],"without":[233],"need":[235,263],"fully":[237,268],"results":[241],"demonstrate":[242],"feasibility":[244],"This":[253],"paves":[254],"future":[258],"work":[259],"further":[260],"alleviating":[261],"specialized":[266],"large,":[267],"dataset":[270],"but":[271],"instead":[272],"already":[276],"existing":[277]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}