{"id":"https://openalex.org/W4399462945","doi":"https://doi.org/10.1007/s11548-024-03172-5","title":"Self-supervised learning for classifying paranasal anomalies in the maxillary sinus","display_name":"Self-supervised learning for classifying paranasal anomalies in the maxillary sinus","publication_year":2024,"publication_date":"2024-06-08","ids":{"openalex":"https://openalex.org/W4399462945","doi":"https://doi.org/10.1007/s11548-024-03172-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/38850438"},"language":"en","primary_location":{"id":"doi:10.1007/s11548-024-03172-5","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s11548-024-03172-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-024-03172-5.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/s11548-024-03172-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052196056","display_name":"Debayan Bhattacharya","orcid":"https://orcid.org/0000-0001-8552-2227"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I4210108711","display_name":"University Medical Center Hamburg-Eppendorf","ror":"https://ror.org/01zgy1s35","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I159176309","https://openalex.org/I4210108711"]},{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Debayan Bhattacharya","raw_affiliation_strings":["Department of Otorhinolaryngology, Head and Neck Surgery and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany. debayan.bhattacharya@tuhh.de","Institute of Medical Technology and Intelligent Systems, Technische Universitaet Hamburg, Hamburg, Germany. debayan.bhattacharya@tuhh.de","Institute of Medical Technology and Intelligent Systems, Technische Universitaet Hamburg, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8552-2227","affiliations":[{"raw_affiliation_string":"Department of Otorhinolaryngology, Head and Neck Surgery and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany. debayan.bhattacharya@tuhh.de","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I4210108711"]},{"raw_affiliation_string":"Institute of Medical Technology and Intelligent Systems, Technische Universitaet Hamburg, Hamburg, Germany. debayan.bhattacharya@tuhh.de","institution_ids":["https://openalex.org/I884043246"]},{"raw_affiliation_string":"Institute of Medical Technology and Intelligent Systems, Technische Universitaet Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I884043246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083173883","display_name":"Finn Behrendt","orcid":"https://orcid.org/0000-0001-7191-6508"},"institutions":[{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Finn Behrendt","raw_affiliation_strings":["Institute of Medical Technology and Intelligent Systems, Technische Universitaet Hamburg, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Medical Technology and Intelligent Systems, Technische Universitaet Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I884043246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034001854","display_name":"Benjamin Becker","orcid":"https://orcid.org/0000-0002-8496-7731"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I4210108711","display_name":"University Medical Center Hamburg-Eppendorf","ror":"https://ror.org/01zgy1s35","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I159176309","https://openalex.org/I4210108711"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Benjamin Tobias Becker","raw_affiliation_strings":["Department of Otorhinolaryngology, Head and Neck Surgery and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Otorhinolaryngology, Head and Neck Surgery and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany","institution_ids":["https://openalex.org/I4210108711","https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008280968","display_name":"Lennart Maack","orcid":"https://orcid.org/0009-0002-0097-0157"},"institutions":[{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lennart Maack","raw_affiliation_strings":["Institute of Medical Technology and Intelligent Systems, Technische Universitaet Hamburg, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Medical Technology and Intelligent Systems, Technische Universitaet Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I884043246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077491941","display_name":"Dirk Beyersdorff","orcid":null},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I4210108711","display_name":"University Medical Center Hamburg-Eppendorf","ror":"https://ror.org/01zgy1s35","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I159176309","https://openalex.org/I4210108711"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dirk Beyersdorff","raw_affiliation_strings":["Clinic and Polyclinic for Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinic and Polyclinic for Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany","institution_ids":["https://openalex.org/I4210108711","https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048036585","display_name":"Elina Petersen","orcid":"https://orcid.org/0000-0002-1235-5066"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I4210108711","display_name":"University Medical Center Hamburg-Eppendorf","ror":"https://ror.org/01zgy1s35","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I159176309","https://openalex.org/I4210108711"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Elina Petersen","raw_affiliation_strings":["Population Health Research Department, University Heart and Vascular Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Population Health Research Department, University Heart and Vascular Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany","institution_ids":["https://openalex.org/I4210108711","https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073536792","display_name":"Marvin Petersen","orcid":"https://orcid.org/0000-0001-6426-7167"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I4210108711","display_name":"University Medical Center Hamburg-Eppendorf","ror":"https://ror.org/01zgy1s35","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I159176309","https://openalex.org/I4210108711"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marvin Petersen","raw_affiliation_strings":["Clinic and Polyclinic for Neurology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinic and Polyclinic for Neurology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany","institution_ids":["https://openalex.org/I4210108711","https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025865872","display_name":"Bastian Cheng","orcid":"https://orcid.org/0000-0003-2434-1822"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I4210108711","display_name":"University Medical Center Hamburg-Eppendorf","ror":"https://ror.org/01zgy1s35","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I159176309","https://openalex.org/I4210108711"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bastian Cheng","raw_affiliation_strings":["Clinic and Polyclinic for Neurology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinic and Polyclinic for Neurology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany","institution_ids":["https://openalex.org/I4210108711","https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043962171","display_name":"Dennis Eggert","orcid":"https://orcid.org/0000-0002-6464-9373"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I4210108711","display_name":"University Medical Center Hamburg-Eppendorf","ror":"https://ror.org/01zgy1s35","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I159176309","https://openalex.org/I4210108711"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dennis Eggert","raw_affiliation_strings":["Department of Otorhinolaryngology, Head and Neck Surgery and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Otorhinolaryngology, Head and Neck Surgery and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany","institution_ids":["https://openalex.org/I4210108711","https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015522685","display_name":"Christian Betz","orcid":"https://orcid.org/0000-0003-3188-1026"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I4210108711","display_name":"University Medical Center Hamburg-Eppendorf","ror":"https://ror.org/01zgy1s35","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I159176309","https://openalex.org/I4210108711"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Betz","raw_affiliation_strings":["Department of Otorhinolaryngology, Head and Neck Surgery and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Otorhinolaryngology, Head and Neck Surgery and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany","institution_ids":["https://openalex.org/I4210108711","https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104263533","display_name":"Anna Sophie Hoffmann","orcid":null},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I4210108711","display_name":"University Medical Center Hamburg-Eppendorf","ror":"https://ror.org/01zgy1s35","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I159176309","https://openalex.org/I4210108711"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anna Sophie Hoffmann","raw_affiliation_strings":["Department of Otorhinolaryngology, Head and Neck Surgery and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Otorhinolaryngology, Head and Neck Surgery and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany","institution_ids":["https://openalex.org/I4210108711","https://openalex.org/I159176309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087348362","display_name":"Alexander Schlaefer","orcid":"https://orcid.org/0000-0001-9201-8854"},"institutions":[{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Schlaefer","raw_affiliation_strings":["Institute of Medical Technology and Intelligent Systems, Technische Universitaet Hamburg, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Medical Technology and Intelligent Systems, Technische Universitaet Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I884043246"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5052196056"],"corresponding_institution_ids":["https://openalex.org/I159176309","https://openalex.org/I4210108711","https://openalex.org/I884043246"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":{"value":3390,"currency":"EUR","value_usd":4390},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14941916,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"19","issue":"9","first_page":"1713","last_page":"1721"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10984","display_name":"Sinusitis and nasal conditions","score":0.9531999826431274,"subfield":{"id":"https://openalex.org/subfields/2733","display_name":"Otorhinolaryngology"},"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/T10984","display_name":"Sinusitis and nasal conditions","score":0.9531999826431274,"subfield":{"id":"https://openalex.org/subfields/2733","display_name":"Otorhinolaryngology"},"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.010200000368058681,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.00930000003427267,"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/computer-science","display_name":"Computer science","score":0.7672539949417114},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6993025541305542},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.6870667934417725},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6380414366722107},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6334514617919922},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.6237180233001709},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5285792946815491},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.513690173625946},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.4253814220428467},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4192378520965576}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7672539949417114},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6993025541305542},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.6870667934417725},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6380414366722107},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6334514617919922},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6237180233001709},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5285792946815491},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.513690173625946},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.4253814220428467},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4192378520965576},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised 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":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000002","qualifier_name":"abnormalities","is_major_topic":true},{"descriptor_ui":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000002","qualifier_name":"abnormalities","is_major_topic":true},{"descriptor_ui":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000002","qualifier_name":"abnormalities","is_major_topic":true},{"descriptor_ui":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000002","qualifier_name":"abnormalities","is_major_topic":true},{"descriptor_ui":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000002","qualifier_name":"abnormalities","is_major_topic":true},{"descriptor_ui":"D008443","descriptor_name":"Maxillary Sinus","qualifier_ui":"Q000002","qualifier_name":"abnormalities","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1007/s11548-024-03172-5","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s11548-024-03172-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-024-03172-5.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:38850438","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38850438","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:pubmedcentral.nih.gov:11365849","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11365849","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11365849/pdf/11548_2024_Article_3172.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Int J Comput Assist Radiol Surg","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s11548-024-03172-5","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s11548-024-03172-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-024-03172-5.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":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335947","display_name":"Universit\u00e4tsklinikum Hamburg-Eppendorf","ror":"https://ror.org/01zgy1s35"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4399462945.pdf"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W44238923","https://openalex.org/W144391017","https://openalex.org/W1583837637","https://openalex.org/W2001259904","https://openalex.org/W2042462825","https://openalex.org/W2083936119","https://openalex.org/W2108598243","https://openalex.org/W2122922389","https://openalex.org/W2472478057","https://openalex.org/W2887005583","https://openalex.org/W2963155035","https://openalex.org/W2987468537","https://openalex.org/W3010954243","https://openalex.org/W3040266635","https://openalex.org/W3118868805","https://openalex.org/W3124934478","https://openalex.org/W3127591520","https://openalex.org/W3131154420","https://openalex.org/W3135550350","https://openalex.org/W3171007011","https://openalex.org/W4205100096","https://openalex.org/W4206908877","https://openalex.org/W4214671063","https://openalex.org/W4225000479","https://openalex.org/W4249522930","https://openalex.org/W4301360270","https://openalex.org/W4308241919","https://openalex.org/W4367055910","https://openalex.org/W4385064683","https://openalex.org/W4387211376"],"related_works":["https://openalex.org/W3186512740","https://openalex.org/W3194885736","https://openalex.org/W3046391934","https://openalex.org/W4363671829","https://openalex.org/W2806741695","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W3210364259","https://openalex.org/W4300558037"],"abstract_inverted_index":{"PURPOSE:":[0],"Paranasal":[1],"anomalies,":[2,18],"frequently":[3],"identified":[4],"in":[5,57,72,167],"routine":[6],"radiological":[7],"screenings,":[8],"exhibit":[9],"diverse":[10,27],"morphological":[11],"characteristics.":[12],"Due":[13],"to":[14,36,85,101,105,161,237],"the":[15,50,58,82,135,139,179,188,195,242],"diversity":[16],"of":[17,53,138,146,178,192,209],"supervised":[19],"learning":[20,31,227],"methods":[21,47],"require":[22],"large":[23],"labelled":[24,144],"dataset":[25,104,145],"exhibiting":[26],"anomaly":[28,75,108],"morphology.":[29],"Self-supervised":[30],"(SSL)":[32],"can":[33],"be":[34,238],"used":[35],"learn":[37],"representations":[38],"from":[39,248],"unlabelled":[40,103],"data.":[41,172],"However,":[42],"there":[43],"are":[44],"no":[45],"SSL":[46,130,155],"designed":[48],"for":[49,194],"downstream":[51,196],"task":[52,244],"classifying":[54],"paranasal":[55,234],"anomalies":[56,235],"maxillary":[59,92,250],"sinus":[60,93],"(MS).":[61],"METHODS:":[62],"Our":[63],"approach":[64,228],"uses":[65],"a":[66,117,143],"3D":[67,83,118,140],"convolutional":[68,119],"autoencoder":[69],"(CAE)":[70],"trained":[71,174],"an":[73,102,185,207],"unsupervised":[74],"detection":[76],"(UAD)":[77],"framework.":[78],"Initially,":[79],"we":[80,133],"train":[81],"CAE":[84,98],"reduce":[86],"reconstruction":[87],"errors":[88],"when":[89,241],"reconstructing":[90],"normal":[91,147,247],"(MS)":[94],"image.":[95],"Then,":[96],"this":[97],"is":[99],"applied":[100],"generate":[106],"coarse":[107],"locations":[109],"by":[110],"creating":[111],"residual":[112,125],"MS":[113,150],"images.":[114,151],"Following":[115],"this,":[116],"neural":[120],"network":[121],"(CNN)":[122],"reconstructs":[123],"these":[124],"images,":[126],"which":[127],"forms":[128],"our":[129,182,253],"task.":[131,198],"Lastly,":[132],"fine-tune":[134],"encoder":[136],"part":[137],"CNN":[141],"on":[142,175,232],"and":[148,217],"anomalous":[149,249],"RESULTS:":[152],"The":[153],"proposed":[154],"technique":[156],"exhibits":[157],"superior":[158],"performance":[159,200],"compared":[160],"existing":[162],"generic":[163],"self-supervised":[164,226],"methods,":[165,203],"especially":[166],"scenarios":[168],"with":[169,204],"limited":[170],"annotated":[171,180],"When":[173],"just":[176],"10%":[177],"dataset,":[181],"method":[183],"achieves":[184],"area":[186],"under":[187],"precision-recall":[189],"curve":[190],"(AUPRC)":[191],"0.79":[193],"classification":[197],"This":[199],"surpasses":[201],"other":[202],"BYOL":[205],"attaining":[206],"AUPRC":[208],"0.75,":[210],"SimSiam":[211],"at":[212,215,222,255],"0.74,":[213],"SimCLR":[214],"0.73":[216],"masked":[218],"autoencoding":[219],"using":[220],"SparK":[221],"0.75.":[223],"CONCLUSION:":[224],"A":[225],"that":[229],"inherently":[230],"focuses":[231],"localizing":[233],"proves":[236],"advantageous,":[239],"particularly":[240],"subsequent":[243],"involves":[245],"differentiating":[246],"sinuses.":[251],"Access":[252],"code":[254],"https://github.com/mtec-tuhh/self-supervised-paranasal-anomaly":[256],".":[257]},"counts_by_year":[],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
