{"id":"https://openalex.org/W4405141849","doi":"https://doi.org/10.1007/978-3-031-78761-4_15","title":"Is Your Style Transfer Doing Anything Useful? An Investigation into Hippocampus Segmentation and\u00a0the\u00a0Role of\u00a0Preprocessing","display_name":"Is Your Style Transfer Doing Anything Useful? An Investigation into Hippocampus Segmentation and\u00a0the\u00a0Role of\u00a0Preprocessing","publication_year":2024,"publication_date":"2024-12-06","ids":{"openalex":"https://openalex.org/W4405141849","doi":"https://doi.org/10.1007/978-3-031-78761-4_15"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-78761-4_15","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-78761-4_15","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-031-78761-4_15","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093423469","display_name":"Hoda Kalabizadeh","orcid":"https://orcid.org/0009-0005-2314-647X"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Hoda Kalabizadeh","raw_affiliation_strings":["Department of Computer Science, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076720355","display_name":"Ludovica Griffanti","orcid":"https://orcid.org/0000-0002-0540-9353"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ludovica Griffanti","raw_affiliation_strings":["Department of Psychiatry, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039152122","display_name":"Pak-Hei Yeung","orcid":"https://orcid.org/0000-0003-4778-1134"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Pak-Hei Yeung","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010331921","display_name":"Natalie Voets","orcid":"https://orcid.org/0000-0001-8078-4471"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Natalie Voets","raw_affiliation_strings":["Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081569524","display_name":"Grace Gillis","orcid":"https://orcid.org/0000-0002-6123-3647"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Grace Gillis","raw_affiliation_strings":["Department of Psychiatry, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019732816","display_name":"Clare E. Mackay","orcid":"https://orcid.org/0000-0001-6111-8318"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Clare Mackay","raw_affiliation_strings":["Department of Psychiatry, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060992731","display_name":"Ana IL Namburete","orcid":null},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ana IL Namburete","raw_affiliation_strings":["Department of Computer Science, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067212851","display_name":"Nicola K. Dinsdale","orcid":"https://orcid.org/0000-0003-1520-1326"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nicola K. Dinsdale","raw_affiliation_strings":["Department of Computer Science, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001104721","display_name":"Konstantinos Kamnitsas","orcid":"https://orcid.org/0000-0003-3281-6509"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Konstantinos Kamnitsas","raw_affiliation_strings":["Department of Engineering Science, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Department of Engineering Science, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5093423469"],"corresponding_institution_ids":["https://openalex.org/I40120149"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":3.43,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.94047173,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"155","last_page":"165"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10448","display_name":"Memory and Neural Mechanisms","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10918","display_name":"Memory Processes and Influences","score":0.9750999808311462,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8115552663803101},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.7633345723152161},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.6733192205429077},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5409418344497681},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.5357925295829773},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4881508946418762},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.1111854612827301},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.07971721887588501},{"id":"https://openalex.org/keywords/visual-arts","display_name":"Visual arts","score":0.07237720489501953}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8115552663803101},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.7633345723152161},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.6733192205429077},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5409418344497681},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.5357925295829773},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4881508946418762},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.1111854612827301},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.07971721887588501},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.07237720489501953}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-78761-4_15","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-78761-4_15","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-78761-4_15","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-78761-4_15","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2004293194","https://openalex.org/W2089940272","https://openalex.org/W2115017507","https://openalex.org/W2122502207","https://openalex.org/W2125512901","https://openalex.org/W2562469482","https://openalex.org/W2751898811","https://openalex.org/W2767301142","https://openalex.org/W2810636829","https://openalex.org/W2889779108","https://openalex.org/W2963767194","https://openalex.org/W2980243536","https://openalex.org/W3115055674","https://openalex.org/W4226287331","https://openalex.org/W4300424419","https://openalex.org/W4300912893","https://openalex.org/W4312114404","https://openalex.org/W4321760728","https://openalex.org/W4384924424","https://openalex.org/W4385575258"],"related_works":["https://openalex.org/W2356229341","https://openalex.org/W2349768204","https://openalex.org/W2397288865","https://openalex.org/W4313326281","https://openalex.org/W2368524271","https://openalex.org/W574867512","https://openalex.org/W2387271333","https://openalex.org/W2576709312","https://openalex.org/W2079402751","https://openalex.org/W581389233"],"abstract_inverted_index":{"Brain":[0],"atrophy":[1],"assessment":[2],"in":[3,93,118],"MRI,":[4],"particularly":[5],"of":[6,17,70,89],"the":[7,68,87],"hippocampus,":[8],"is":[9,21],"commonly":[10,116],"used":[11,117],"to":[12,54,80,99],"support":[13],"diagnosis":[14],"and":[15,36,51,60,96,102,113,136,158],"monitoring":[16],"dementia.":[18],"Consequently,":[19],"there":[20],"a":[22,125],"demand":[23],"for":[24,47,127,142],"accurate":[25],"automated":[26],"hippocampus":[27,164],"quantification.":[28],"Most":[29],"existing":[30],"segmentation":[31,71],"methods":[32,92],"have":[33],"been":[34],"developed":[35],"validated":[37],"on":[38,74,111],"research":[39,59,75],"datasets":[40,144],"and,":[41],"therefore,":[42],"may":[43,123],"not":[44],"be":[45],"appropriate":[46],"clinical":[48,61,82],"MR":[49,120],"images":[50],"populations,":[52],"leading":[53],"potential":[55],"gaps":[56],"between":[57],"dementia":[58],"practice.":[62],"In":[63],"this":[64],"study,":[65],"we":[66,140],"investigated":[67],"performance":[69],"models":[72],"trained":[73],"data":[76],"that":[77,106],"were":[78],"style-transferred":[79],"resemble":[81],"scans.":[83],"Our":[84],"results":[85],"highlighted":[86],"importance":[88],"intensity":[90,109],"normalisation":[91,131,156],"MRI":[94,163],"segmentation,":[95],"their":[97],"relation":[98],"domain":[100],"shift":[101],"style-transfer.":[103],"We":[104],"found":[105],"whilst":[107],"normalising":[108],"based":[110],"min":[112],"max":[114],"values,":[115],"generative":[119],"harmonisation":[121],"methods,":[122],"create":[124],"need":[126],"style":[128,134,151],"transfer,":[129],"Z-score":[130],"effectively":[132],"maintains":[133],"consistency,":[135],"optimises":[137],"performance.":[138],"Moreover,":[139],"show":[141],"our":[143],"spatial":[145,159],"augmentations":[146],"are":[147],"more":[148],"beneficial":[149],"than":[150],"harmonisation.":[152],"Thus,":[153],"emphasising":[154],"robust":[155],"techniques":[157],"augmentation":[160],"significantly":[161],"improves":[162],"segmentation.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-02-25T08:12:03.925757","created_date":"2025-10-10T00:00:00"}