{"id":"https://openalex.org/W4412380788","doi":"https://doi.org/10.1007/978-3-031-98694-9_7","title":"A Hybrid Transformer-Graph Model for Multi-Class Lymph Node Segmentation in Histopathology","display_name":"A Hybrid Transformer-Graph Model for Multi-Class Lymph Node Segmentation in Histopathology","publication_year":2025,"publication_date":"2025-07-14","ids":{"openalex":"https://openalex.org/W4412380788","doi":"https://doi.org/10.1007/978-3-031-98694-9_7"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-98694-9_7","doi":"https://doi.org/10.1007/978-3-031-98694-9_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-98694-9_7","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,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1","vabb-shw"],"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"},"volume":{"id":"https://openalex.org/W4412380783","display_name":"Medical Image Understanding and Analysis"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://discovery.ucl.ac.uk/id/eprint/10217730/1/Hybrid%20Transformer.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067771182","display_name":"Elzbieta Budginaite","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2800191616","display_name":"Maastricht University Medical Centre","ror":"https://ror.org/02d9ce178","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2800191616"]},{"id":"https://openalex.org/I34352273","display_name":"Maastricht University","ror":"https://ror.org/02jz4aj89","country_code":"NL","type":"education","lineage":["https://openalex.org/I34352273"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Elzbieta Budginaite","raw_affiliation_strings":["Department of Pathology, GROW \u2013 Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands","Department of Precision Medicine, GROW \u2013 Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, GROW \u2013 Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands","institution_ids":["https://openalex.org/I2800191616","https://openalex.org/I34352273"]},{"raw_affiliation_string":"Department of Precision Medicine, GROW \u2013 Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands","institution_ids":["https://openalex.org/I2800191616","https://openalex.org/I34352273"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017891661","display_name":"Derek  R. Magee","orcid":"https://orcid.org/0000-0003-2170-3103","observed_orcids":["https://orcid.org/0000-0003-2170-3103"]},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Derek R. Magee","raw_affiliation_strings":["School of Computing, University of Leeds, Leeds, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, University of Leeds, Leeds, UK","institution_ids":["https://openalex.org/I130828816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110802113","display_name":"Maximilian Kloft","orcid":"https://orcid.org/0009-0008-0496-1227","observed_orcids":["https://orcid.org/0009-0008-0496-1227"]},"institutions":[{"id":"https://openalex.org/I2800191616","display_name":"Maastricht University Medical Centre","ror":"https://ror.org/02d9ce178","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2800191616"]},{"id":"https://openalex.org/I34352273","display_name":"Maastricht University","ror":"https://ror.org/02jz4aj89","country_code":"NL","type":"education","lineage":["https://openalex.org/I34352273"]},{"id":"https://openalex.org/I4210123939","display_name":"Institute of Clinical Cancer Research","ror":"https://ror.org/02xss3674","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210123939","https://openalex.org/I4210132578","https://openalex.org/I4210134834"]},{"id":"https://openalex.org/I4210134834","display_name":"Krankenhaus Nordwest","ror":"https://ror.org/02rppq041","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210134834"]}],"countries":["DE","NL"],"is_corresponding":false,"raw_author_name":"Maximilian Kloft","raw_affiliation_strings":["Department of Pathology, GROW \u2013 Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands","Institute of Clinical Cancer Research, Krankenhaus Nordwest, Frankfurt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, GROW \u2013 Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands","institution_ids":["https://openalex.org/I2800191616","https://openalex.org/I34352273"]},{"raw_affiliation_string":"Institute of Clinical Cancer Research, Krankenhaus Nordwest, Frankfurt, Germany","institution_ids":["https://openalex.org/I4210123939","https://openalex.org/I4210134834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057894542","display_name":"Matthew Guy Nankivell","orcid":"https://orcid.org/0000-0003-3904-2729","observed_orcids":["https://orcid.org/0000-0003-3904-2729"]},"institutions":[{"id":"https://openalex.org/I4210091428","display_name":"MRC Clinical Trials Unit at UCL","ror":"https://ror.org/001mm6w73","country_code":"GB","type":"facility","lineage":["https://openalex.org/I124357947","https://openalex.org/I4210087105","https://openalex.org/I4210091428","https://openalex.org/I45129253","https://openalex.org/I90344618"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Matthew Nankivell","raw_affiliation_strings":["MRC Clinical Trials Unit at UCL, University College London, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MRC Clinical Trials Unit at UCL, University College London, London, UK","institution_ids":["https://openalex.org/I4210091428","https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011703751","display_name":"Ruth Elizabeth Langley","orcid":"https://orcid.org/0000-0002-9706-016X","observed_orcids":["https://orcid.org/0000-0002-9706-016X"]},"institutions":[{"id":"https://openalex.org/I4210091428","display_name":"MRC Clinical Trials Unit at UCL","ror":"https://ror.org/001mm6w73","country_code":"GB","type":"facility","lineage":["https://openalex.org/I124357947","https://openalex.org/I4210087105","https://openalex.org/I4210091428","https://openalex.org/I45129253","https://openalex.org/I90344618"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ruth E. Langley","raw_affiliation_strings":["MRC Clinical Trials Unit at UCL, University College London, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MRC Clinical Trials Unit at UCL, University College London, London, UK","institution_ids":["https://openalex.org/I4210091428","https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056345420","display_name":"David Cunningham","orcid":"https://orcid.org/0000-0001-5158-1069","observed_orcids":["https://orcid.org/0000-0001-5158-1069"]},"institutions":[{"id":"https://openalex.org/I4210121186","display_name":"Royal Marsden Hospital","ror":"https://ror.org/034vb5t35","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1325846038","https://openalex.org/I4210121186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David Cunningham","raw_affiliation_strings":["Gastrointestinal and Lymphoma Unit, Royal Marsden Hospital, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gastrointestinal and Lymphoma Unit, Royal Marsden Hospital, London, UK","institution_ids":["https://openalex.org/I4210121186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010740611","display_name":"William Allum","orcid":"https://orcid.org/0000-0002-4540-9286","observed_orcids":["https://orcid.org/0000-0002-4540-9286"]},"institutions":[{"id":"https://openalex.org/I4210121186","display_name":"Royal Marsden Hospital","ror":"https://ror.org/034vb5t35","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1325846038","https://openalex.org/I4210121186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"William H. Allum","raw_affiliation_strings":["Department of Surgery, Royal Marsden Hospital, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, Royal Marsden Hospital, London, UK","institution_ids":["https://openalex.org/I4210121186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032599404","display_name":"Gayatri Raghuram","orcid":"https://orcid.org/0000-0002-5632-6590","observed_orcids":["https://orcid.org/0000-0002-5632-6590"]},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]},{"id":"https://openalex.org/I1334287468","display_name":"Nottingham University Hospitals NHS Trust","ror":"https://ror.org/05y3qh794","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1334287468"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gayatri Raghuram","raw_affiliation_strings":["Department of Pathology, Nottingham University Hospitals, Nottingham, UK","Pathology and Data Analytics, Leeds Institute of Medical Research at St James\u2019s, University of Leeds, Leeds, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, Nottingham University Hospitals, Nottingham, UK","institution_ids":["https://openalex.org/I1334287468"]},{"raw_affiliation_string":"Pathology and Data Analytics, Leeds Institute of Medical Research at St James\u2019s, University of Leeds, Leeds, UK","institution_ids":["https://openalex.org/I130828816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040552693","display_name":"Takaki Yoshikawa","orcid":"https://orcid.org/0000-0003-1936-9484","observed_orcids":["https://orcid.org/0000-0003-1936-9484"]},"institutions":[{"id":"https://openalex.org/I4210087348","display_name":"National Cancer Centre Japan","ror":"https://ror.org/0025ww868","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210087348"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takaki Yoshikawa","raw_affiliation_strings":["Department of Gastric Surgery, National Cancer Center, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastric Surgery, National Cancer Center, Tokyo, Japan","institution_ids":["https://openalex.org/I4210087348"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090217118","display_name":"Takashi Oshima","orcid":"https://orcid.org/0000-0001-5818-8649","observed_orcids":["https://orcid.org/0000-0001-5818-8649"]},"institutions":[{"id":"https://openalex.org/I4387152949","display_name":"Kanagawa Cancer Center","ror":"https://ror.org/00aapa202","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4387152949"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takashi Oshima","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Kanagawa Cancer Center, Yokohama, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Kanagawa Cancer Center, Yokohama, Japan","institution_ids":["https://openalex.org/I4387152949"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001892623","display_name":"Henry C. Woodruff","orcid":"https://orcid.org/0000-0001-7911-5123","observed_orcids":["https://orcid.org/0000-0001-7911-5123"]},"institutions":[{"id":"https://openalex.org/I2800191616","display_name":"Maastricht University Medical Centre","ror":"https://ror.org/02d9ce178","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2800191616"]},{"id":"https://openalex.org/I34352273","display_name":"Maastricht University","ror":"https://ror.org/02jz4aj89","country_code":"NL","type":"education","lineage":["https://openalex.org/I34352273"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Henry C. Woodruff","raw_affiliation_strings":["Department of Precision Medicine, GROW \u2013 Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Precision Medicine, GROW \u2013 Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands","institution_ids":["https://openalex.org/I2800191616","https://openalex.org/I34352273"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019453132","display_name":"Heike Irmgard Grabsch","orcid":"https://orcid.org/0000-0001-9520-6228","observed_orcids":["https://orcid.org/0000-0001-9520-6228"]},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]},{"id":"https://openalex.org/I2800191616","display_name":"Maastricht University Medical Centre","ror":"https://ror.org/02d9ce178","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2800191616"]},{"id":"https://openalex.org/I34352273","display_name":"Maastricht University","ror":"https://ror.org/02jz4aj89","country_code":"NL","type":"education","lineage":["https://openalex.org/I34352273"]}],"countries":["GB","NL"],"is_corresponding":true,"raw_author_name":"Heike I. Grabsch","raw_affiliation_strings":["Department of Pathology, GROW \u2013 Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands","Pathology and Data Analytics, Leeds Institute of Medical Research at St James\u2019s, University of Leeds, Leeds, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, GROW \u2013 Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands","institution_ids":["https://openalex.org/I2800191616","https://openalex.org/I34352273"]},{"raw_affiliation_string":"Pathology and Data Analytics, Leeds Institute of Medical Research at St James\u2019s, University of Leeds, Leeds, UK","institution_ids":["https://openalex.org/I130828816"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5001892623","https://openalex.org/A5019453132"],"corresponding_institution_ids":["https://openalex.org/I130828816","https://openalex.org/I2800191616","https://openalex.org/I34352273"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":1.0229,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72388429,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"88","last_page":"101"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9994999766349792,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.00019999999494757503,"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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.0,"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/lymph-node-segmentation","display_name":"lymph node segmentation","score":0.9990000128746033},{"id":"https://openalex.org/keywords/histopathology","display_name":"histopathology","score":0.6639999747276306},{"id":"https://openalex.org/keywords/graph-convolutional-networks","display_name":"graph convolutional networks","score":0.7099999785423279},{"id":"https://openalex.org/keywords/segformer","display_name":"SegFormer","score":0.8690000176429749},{"id":"https://openalex.org/keywords/metastatic-lymph-nodes","display_name":"metastatic lymph nodes","score":0.6850000023841858},{"id":"https://openalex.org/keywords/h-e-staining","display_name":"H&E staining","score":0.8960000276565552},{"id":"https://openalex.org/keywords/resection-specimens","display_name":"surgical resection specimens","score":0.8569999933242798},{"id":"https://openalex.org/keywords/digital-pathology","display_name":"digital pathology","score":0.6510000228881836}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7847686409950256},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5446956753730774},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.49185824394226074},{"id":"https://openalex.org/C544855455","wikidata":"https://www.wikidata.org/wiki/Q1070952","display_name":"Histopathology","level":2,"score":0.474227637052536},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4654339849948883},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4011816084384918},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.284141480922699},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.09768730401992798},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.08096063137054443},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.06059327721595764},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-031-98694-9_7","doi":"https://doi.org/10.1007/978-3-031-98694-9_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-98694-9_7","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,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1","vabb-shw"],"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:cris.maastrichtuniversity.nl:openaire_cris_publications/55b9f4c3-9aee-44a9-9647-38f7a4d4070b","doi":null,"is_oa":false,"landing_page_url":"https://cris.maastrichtuniversity.nl/en/publications/55b9f4c3-9aee-44a9-9647-38f7a4d4070b","pdf_url":null,"source":{"id":"https://openalex.org/S4306402616","display_name":"Research Publications (Maastricht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I34352273","host_organization_name":"Maastricht University","host_organization_lineage":["https://openalex.org/I34352273"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10217730","doi":null,"is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10217730/","pdf_url":"https://discovery.ucl.ac.uk/id/eprint/10217730/1/Hybrid%20Transformer.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"In: Ali, S and Hogg, DC and Peckham, M, (eds.) Medical Image Understanding and Analysis: 29th Annual Conference, MIUA 2025, Leeds, UK, July 15\u201317, 2025, Proceedings, Part III. (pp. pp. 88-101). Springer: Cham, Switzerland. (2025)","raw_type":"Proceedings paper"}],"best_oa_location":{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10217730","doi":null,"is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10217730/","pdf_url":"https://discovery.ucl.ac.uk/id/eprint/10217730/1/Hybrid%20Transformer.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"In: Ali, S and Hogg, DC and Peckham, M, (eds.) Medical Image Understanding and Analysis: 29th Annual Conference, MIUA 2025, Leeds, UK, July 15\u201317, 2025, Proceedings, Part III. (pp. pp. 88-101). Springer: Cham, Switzerland. (2025)","raw_type":"Proceedings paper"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1949475607","display_name":null,"funder_award_id":"NIHR203331","funder_id":"https://openalex.org/F4320336708","funder_display_name":"Leeds Biomedical Research Centre"},{"id":"https://openalex.org/G6697820746","display_name":null,"funder_award_id":"NIHR203331","funder_id":"https://openalex.org/F4320319990","funder_display_name":"National Institute for Health and Care Research"}],"funders":[{"id":"https://openalex.org/F4320319990","display_name":"National Institute for Health and Care Research","ror":"https://ror.org/0187kwz08"},{"id":"https://openalex.org/F4320319994","display_name":"Department of Health and Social Care","ror":"https://ror.org/03sbpja79"},{"id":"https://openalex.org/F4320320658","display_name":"Jean Shanks Foundation","ror":"https://ror.org/00wf6bs47"},{"id":"https://openalex.org/F4320336708","display_name":"Leeds Biomedical Research Centre","ror":"https://ror.org/035f5f914"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412380788.pdf","grobid_xml":"https://content.openalex.org/works/W4412380788.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W2060653924","https://openalex.org/W2133059825","https://openalex.org/W2155104309","https://openalex.org/W2157554511","https://openalex.org/W2585375914","https://openalex.org/W2741953965","https://openalex.org/W2796409016","https://openalex.org/W2805886241","https://openalex.org/W2914568698","https://openalex.org/W3046226692","https://openalex.org/W3110217478","https://openalex.org/W3133673271","https://openalex.org/W3134324269","https://openalex.org/W3137904584","https://openalex.org/W3170544306","https://openalex.org/W3198940209","https://openalex.org/W3199766256","https://openalex.org/W3205802794","https://openalex.org/W3209367260","https://openalex.org/W4245540540","https://openalex.org/W4281257868","https://openalex.org/W4285810183","https://openalex.org/W4308273136","https://openalex.org/W4317937400","https://openalex.org/W4378174280","https://openalex.org/W4385551808","https://openalex.org/W4388890902","https://openalex.org/W4389228467","https://openalex.org/W4391109864","https://openalex.org/W4391519256"],"related_works":["https://openalex.org/W3039419443","https://openalex.org/W4386772532","https://openalex.org/W4393212117","https://openalex.org/W2115661411","https://openalex.org/W2399391471","https://openalex.org/W2400254106","https://openalex.org/W2970729894","https://openalex.org/W4381996710","https://openalex.org/W4294739205","https://openalex.org/W4308553438"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2025-10-10T00:00:00"}