{"id":"https://openalex.org/W4410398250","doi":"https://doi.org/10.32473/flairs.38.1.138756","title":"Incorporating Wave-ViT for Breast Cancer Diagnosis Using MRI Imaging","display_name":"Incorporating Wave-ViT for Breast Cancer Diagnosis Using MRI Imaging","publication_year":2025,"publication_date":"2025-05-14","ids":{"openalex":"https://openalex.org/W4410398250","doi":"https://doi.org/10.32473/flairs.38.1.138756"},"language":"en","primary_location":{"id":"doi:10.32473/flairs.38.1.138756","is_oa":true,"landing_page_url":"https://doi.org/10.32473/flairs.38.1.138756","pdf_url":"https://journals.flvc.org/FLAIRS/article/download/138756/144155","source":{"id":"https://openalex.org/S4210205383","display_name":"Proceedings of the ... International Florida Artificial Intelligence Research Society Conference","issn_l":"2334-0754","issn":["2334-0754","2334-0762"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310320363","host_organization_name":"George A. Smathers Libraries","host_organization_lineage":["https://openalex.org/P4310320363"],"host_organization_lineage_names":["George A. Smathers Libraries"],"type":"conference"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International FLAIRS Conference Proceedings","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journals.flvc.org/FLAIRS/article/download/138756/144155","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117555512","display_name":"Sahil Mahey","orcid":null},"institutions":[{"id":"https://openalex.org/I130438778","display_name":"Memorial University of Newfoundland","ror":"https://ror.org/04haebc03","country_code":"CA","type":"education","lineage":["https://openalex.org/I130438778"]},{"id":"https://openalex.org/I4210126948","display_name":"Memorial","ror":"https://ror.org/03b2q2q16","country_code":"RU","type":"archive","lineage":["https://openalex.org/I4210126948"]}],"countries":["CA","RU"],"is_corresponding":true,"raw_author_name":"Sahil Mahey","raw_affiliation_strings":["Memorial University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Memorial University","institution_ids":["https://openalex.org/I4210126948","https://openalex.org/I130438778"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031110204","display_name":"Hamid Usefi","orcid":"https://orcid.org/0000-0003-3311-4955"},"institutions":[{"id":"https://openalex.org/I130438778","display_name":"Memorial University of Newfoundland","ror":"https://ror.org/04haebc03","country_code":"CA","type":"education","lineage":["https://openalex.org/I130438778"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hamid Usefi","raw_affiliation_strings":["Memorial University of Newfoundland"],"raw_orcid":"https://orcid.org/0000-0003-3311-4955","affiliations":[{"raw_affiliation_string":"Memorial University of Newfoundland","institution_ids":["https://openalex.org/I130438778"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5117555512"],"corresponding_institution_ids":["https://openalex.org/I130438778","https://openalex.org/I4210126948"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15714286,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"38","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9516000151634216,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9516000151634216,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10727","display_name":"Ultrasound Imaging and Elastography","score":0.923799991607666,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9205999970436096,"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/breast-cancer","display_name":"Breast cancer","score":0.7155600786209106},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6435152292251587},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.5086730122566223},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.4424859285354614},{"id":"https://openalex.org/keywords/breast-mri","display_name":"Breast MRI","score":0.4398244321346283},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.3985678255558014},{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.36295509338378906},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.3213830292224884},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.2252776324748993}],"concepts":[{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.7155600786209106},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6435152292251587},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.5086730122566223},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.4424859285354614},{"id":"https://openalex.org/C2777111374","wikidata":"https://www.wikidata.org/wiki/Q4959770","display_name":"Breast MRI","level":5,"score":0.4398244321346283},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3985678255558014},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.36295509338378906},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.3213830292224884},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2252776324748993}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.32473/flairs.38.1.138756","is_oa":true,"landing_page_url":"https://doi.org/10.32473/flairs.38.1.138756","pdf_url":"https://journals.flvc.org/FLAIRS/article/download/138756/144155","source":{"id":"https://openalex.org/S4210205383","display_name":"Proceedings of the ... International Florida Artificial Intelligence Research Society Conference","issn_l":"2334-0754","issn":["2334-0754","2334-0762"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310320363","host_organization_name":"George A. Smathers Libraries","host_organization_lineage":["https://openalex.org/P4310320363"],"host_organization_lineage_names":["George A. Smathers Libraries"],"type":"conference"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International FLAIRS Conference Proceedings","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d8ee163a1638422a9e93e252b9e71478","is_oa":true,"landing_page_url":"https://doaj.org/article/d8ee163a1638422a9e93e252b9e71478","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the International Florida Artificial Intelligence Research Society Conference, Vol 38, Iss 1 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.32473/flairs.38.1.138756","is_oa":true,"landing_page_url":"https://doi.org/10.32473/flairs.38.1.138756","pdf_url":"https://journals.flvc.org/FLAIRS/article/download/138756/144155","source":{"id":"https://openalex.org/S4210205383","display_name":"Proceedings of the ... International Florida Artificial Intelligence Research Society Conference","issn_l":"2334-0754","issn":["2334-0754","2334-0762"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310320363","host_organization_name":"George A. Smathers Libraries","host_organization_lineage":["https://openalex.org/P4310320363"],"host_organization_lineage_names":["George A. Smathers Libraries"],"type":"conference"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International FLAIRS Conference Proceedings","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410398250.pdf","grobid_xml":"https://content.openalex.org/works/W4410398250.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W2743635406","https://openalex.org/W2789877281","https://openalex.org/W2884716214","https://openalex.org/W4285077726","https://openalex.org/W4385187870","https://openalex.org/W6639369067","https://openalex.org/W6656349543","https://openalex.org/W6794053914"],"related_works":["https://openalex.org/W1978828706","https://openalex.org/W4293567493","https://openalex.org/W2921288083","https://openalex.org/W3044502507","https://openalex.org/W4283166216","https://openalex.org/W2082435612","https://openalex.org/W2783391408","https://openalex.org/W3211468854","https://openalex.org/W2025749204","https://openalex.org/W2012889557"],"abstract_inverted_index":{"Breast":[0,22,111],"cancer":[1,76,208],"remains":[2],"one":[3],"of":[4,8,35,169,195],"the":[5,24,109,122,165,188,193],"leading":[6],"causes":[7],"mortality":[9],"among":[10],"women":[11],"globally,":[12],"and":[13,41,60,78,100,115,150,161,173,205],"early":[14],"detection":[15,209],"is":[16,39],"critical":[17],"for":[18,29],"improving":[19,58],"survival":[20],"rates.":[21],"MRI,":[23],"most":[25],"sensitive":[26],"imaging":[27],"modality":[28],"detection,":[30],"often":[31],"involves":[32],"manual":[33],"review":[34],"numerous":[36],"slices,":[37],"which":[38],"time-intensive":[40],"prone":[42],"to":[43,73,88,134,201],"human":[44],"error.":[45],"Machine":[46],"learning":[47,71,197],"(ML)":[48],"algorithms":[49,198],"offer":[50],"a":[51,69,82],"transformative":[52],"solution":[53],"by":[54],"automating":[55],"this":[56,65],"process,":[57],"efficiency,":[59],"enhancing":[61],"diagnostic":[62,203],"accuracy.":[63],"In":[64],"study,":[66],"we":[67],"propose":[68],"machine":[70,196],"approach":[72,181],"enhance":[74],"breast":[75,207],"prediction":[77],"diagnosis.":[79],"We":[80],"utilize":[81],"pre-trained":[83],"multiscale":[84],"vision":[85],"transformer,":[86],"Wave-ViT,":[87],"classify":[89],"MRI":[90,103,113],"slices":[91],"as":[92],"healthy":[93],"or":[94,137],"unhealthy.":[95],"The":[96,140],"model":[97],"was":[98,143],"trained":[99],"tested":[101],"on":[102,118,187],"scans":[104],"from":[105,121],"922":[106],"patients":[107,120],"in":[108],"Duke":[110],"Cancer":[112],"dataset":[114],"independently":[116],"validated":[117],"143":[119],"MAMA-MIA":[123],"dataset.":[124],"To":[125],"ensure":[126],"high-quality":[127],"data,":[128],"both":[129],"datasets":[130],"were":[131],"carefully":[132],"curated":[133],"exclude":[135],"noisy":[136],"mislabeled":[138],"slices.":[139],"model's":[141],"performance":[142],"evaluated":[144],"using":[145,164],"accuracy,":[146],"F1-score,":[147],"precision,":[148],"recall,":[149],"confusion":[151],"matrices":[152],"under":[153],"various":[154],"experimental":[155],"conditions.":[156],"These":[157],"included":[158],"randomized":[159],"training":[160,177],"testing":[162,174],"splits":[163],"Fisher-Yates":[166],"shuffle,":[167],"exploration":[168],"different":[170],"Wave-ViT":[171,200],"variants,":[172],"across":[175],"multiple":[176],"set":[178],"configurations.":[179],"Our":[180],"consistently":[182],"demonstrated":[183],"over":[184],"94\\%":[185],"accuracy":[186],"external":[189],"validation":[190],"dataset,":[191],"showcasing":[192],"potential":[194],"like":[199],"reduce":[202],"workloads":[204],"improve":[206],"outcomes.":[210]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
