{"id":"https://openalex.org/W4406270901","doi":"https://doi.org/10.48550/arxiv.2501.04734","title":"Generative Style Transfer for MRI Image Segmentation: A Case of Glioma Segmentation in Sub-Saharan Africa","display_name":"Generative Style Transfer for MRI Image Segmentation: A Case of Glioma Segmentation in Sub-Saharan Africa","publication_year":2025,"publication_date":"2025-01-07","ids":{"openalex":"https://openalex.org/W4406270901","doi":"https://doi.org/10.48550/arxiv.2501.04734"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2501.04734","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2501.04734","pdf_url":"https://arxiv.org/pdf/2501.04734","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2501.04734","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115843602","display_name":"Rancy Chepchirchir","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Chepchirchir, Rancy","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069443696","display_name":"Jill Sunday","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sunday, Jill","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016871719","display_name":"Raymond Confidence","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Confidence, Raymond","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100366146","display_name":"Dong Zhang","orcid":"https://orcid.org/0000-0003-2322-9644"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Dong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115843603","display_name":"Talha Chaudhry","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chaudhry, Talha","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012464208","display_name":"Udunna Anazodo","orcid":"https://orcid.org/0000-0001-8864-035X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anazodo, Udunna C.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021598554","display_name":"Kendi Muchungi","orcid":"https://orcid.org/0000-0002-0109-8308"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muchungi, Kendi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5057363102","display_name":"Yujing Zou","orcid":"https://orcid.org/0000-0001-9969-1224"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zou, Yujing","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5115843602"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9775000214576721,"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":0.9775000214576721,"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":0.972599983215332,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9570000171661377,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/segmentation","display_name":"Segmentation","score":0.6983133554458618},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.684899091720581},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.6270002126693726},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5056328773498535},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4686654806137085},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4449896216392517},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4156447649002075},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3990189731121063},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.30391356348991394},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.05141517519950867}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6983133554458618},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.684899091720581},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.6270002126693726},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5056328773498535},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4686654806137085},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4449896216392517},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4156447649002075},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3990189731121063},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.30391356348991394},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.05141517519950867}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2501.04734","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2501.04734","pdf_url":"https://arxiv.org/pdf/2501.04734","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null},{"id":"doi:10.48550/arxiv.2501.04734","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2501.04734","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2501.04734","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2501.04734","pdf_url":"https://arxiv.org/pdf/2501.04734","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3339759633","display_name":null,"funder_award_id":"DGECR-2022-00136","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G5536939483","display_name":null,"funder_award_id":"DGECR-","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G8284766523","display_name":null,"funder_award_id":"(NSERC)","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320310638","display_name":"McGill University","ror":"https://ror.org/01pxwe438"},{"id":"https://openalex.org/F4320331257","display_name":"Alliance de recherche num\u00e9rique du Canada","ror":"https://ror.org/010r6td27"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2380075625","https://openalex.org/W2356229341","https://openalex.org/W2349768204","https://openalex.org/W4390718435","https://openalex.org/W4390549206","https://openalex.org/W3137171911","https://openalex.org/W4379540039","https://openalex.org/W4237784285","https://openalex.org/W2374712251","https://openalex.org/W1522196789"],"abstract_inverted_index":{"In":[0],"Sub-Saharan":[1],"Africa":[2],"(SSA),":[3],"the":[4,16,41,49,55,79,87,102,112,128,148,154],"utilization":[5],"of":[6,18,51,72,85,98,156],"lower-quality":[7],"Magnetic":[8],"Resonance":[9],"Imaging":[10],"(MRI)":[11],"technology":[12],"raises":[13],"questions":[14],"about":[15],"applicability":[17],"machine":[19],"learning":[20],"methods":[21],"for":[22,40,90,147],"clinical":[23],"tasks.":[24],"This":[25,151],"study":[26],"aims":[27],"to":[28,111],"provide":[29],"a":[30,45,69,94,139],"robust":[31],"deep":[32],"learning-based":[33],"brain":[34,158],"tumor":[35,159],"segmentation":[36],"(BraTS)":[37],"method":[38],"tailored":[39],"SSA":[42,56,107,125,149],"population":[43],"using":[44,78,127],"threefold":[46],"approach.":[47],"Firstly,":[48],"impact":[50],"domain":[52],"shift":[53],"from":[54],"training":[57],"data":[58,144],"on":[59],"model":[60,133],"efficacy":[61],"was":[62],"examined,":[63],"revealing":[64],"no":[65],"significant":[66],"effect.":[67],"Secondly,":[68],"comparative":[70],"analysis":[71],"3D":[73],"and":[74,137],"2D":[75,131],"full-resolution":[76],"models":[77,88],"nnU-Net":[80],"framework":[81],"indicates":[82],"similar":[83],"performance":[84,103],"both":[86],"trained":[89],"300":[91,135],"epochs":[92],"achieving":[93],"five-fold":[95],"cross-validation":[96],"score":[97],"0.93.":[99],"Lastly,":[100],"addressing":[101],"gap":[104],"observed":[105],"in":[106],"validation":[108,118],"as":[109],"opposed":[110],"relatively":[113],"larger":[114],"BraTS":[115],"glioma":[116],"(GLI)":[117],"set,":[119],"two":[120],"strategies":[121],"are":[122],"proposed:":[123],"fine-tuning":[124],"cases":[126],"GLI+SSA":[129],"best-pretrained":[130],"fullres":[132],"at":[134],"epochs,":[136],"introducing":[138],"novel":[140],"neural":[141],"style":[142],"transfer-based":[143],"augmentation":[145],"technique":[146],"cases.":[150],"investigation":[152],"underscores":[153],"potential":[155],"enhancing":[157],"prediction":[160],"within":[161],"SSA's":[162],"unique":[163],"healthcare":[164],"landscape.":[165]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
