{"id":"https://openalex.org/W4398766001","doi":"https://doi.org/10.3233/his-240002","title":"Vision transformer-convolution for breast cancer classification using mammography images: A comparative study","display_name":"Vision transformer-convolution for breast cancer classification using mammography images: A comparative study","publication_year":2024,"publication_date":"2024-05-24","ids":{"openalex":"https://openalex.org/W4398766001","doi":"https://doi.org/10.3233/his-240002"},"language":"en","primary_location":{"id":"doi:10.3233/his-240002","is_oa":false,"landing_page_url":"https://doi.org/10.3233/his-240002","pdf_url":null,"source":{"id":"https://openalex.org/S50927259","display_name":"International Journal of Hybrid Intelligent Systems","issn_l":"1448-5869","issn":["1448-5869","1875-8819"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Hybrid Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094179120","display_name":"Mouhamed Laid Abimouloud","orcid":"https://orcid.org/0009-0009-1841-9305"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Mouhamed Laid Abimouloud","raw_affiliation_strings":["Advanced Technologies for Environment and Smart Cities (ATES Unit), University of Sfax, Sfax, Tunisia","National Engineering School of Sfax, University of Sfax, Sfax, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Advanced Technologies for Environment and Smart Cities (ATES Unit), University of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"National Engineering School of Sfax, University of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046587201","display_name":"Khaled Bensid","orcid":"https://orcid.org/0000-0001-8502-907X"},"institutions":[{"id":"https://openalex.org/I114564095","display_name":"University of Ouargla","ror":"https://ror.org/05amrd548","country_code":"DZ","type":"education","lineage":["https://openalex.org/I114564095"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Khaled Bensid","raw_affiliation_strings":["Laboratory of Electrical Engineering (LAGE), University of KASDI Merbah Ouargla, Ouargla, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Electrical Engineering (LAGE), University of KASDI Merbah Ouargla, Ouargla, Algeria","institution_ids":["https://openalex.org/I114564095"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052764348","display_name":"Mohamed Elleuch","orcid":"https://orcid.org/0000-0003-4702-7692"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]},{"id":"https://openalex.org/I83259278","display_name":"Manouba University","ror":"https://ror.org/0503ejf32","country_code":"TN","type":"education","lineage":["https://openalex.org/I83259278"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Mohamed Elleuch","raw_affiliation_strings":["Advanced Technologies for Environment and Smart Cities (ATES Unit), University of Sfax, Sfax, Tunisia","National School of Computer Science (ENSI), University of Manouba, Manouba, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Advanced Technologies for Environment and Smart Cities (ATES Unit), University of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"National School of Computer Science (ENSI), University of Manouba, Manouba, Tunisia","institution_ids":["https://openalex.org/I83259278"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016258679","display_name":"Oussama Aiadi","orcid":"https://orcid.org/0000-0002-4102-1735"},"institutions":[{"id":"https://openalex.org/I114564095","display_name":"University of Ouargla","ror":"https://ror.org/05amrd548","country_code":"DZ","type":"education","lineage":["https://openalex.org/I114564095"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Oussama Aiadi","raw_affiliation_strings":["Artifcial Intelligence and Information Technology Laboratory (LINATI), Kasdi Merbah University, Ouargla, Algeria","Kasdi Merbah University, Artifcial Intelligence and Information Technology Laboratory (LINATI), Ouargla, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artifcial Intelligence and Information Technology Laboratory (LINATI), Kasdi Merbah University, Ouargla, Algeria","institution_ids":["https://openalex.org/I114564095"]},{"raw_affiliation_string":"Kasdi Merbah University, Artifcial Intelligence and Information Technology Laboratory (LINATI), Ouargla, Algeria","institution_ids":["https://openalex.org/I114564095"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004803772","display_name":"Monji Kherallah","orcid":"https://orcid.org/0000-0002-4549-1005"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Monji Kherallah","raw_affiliation_strings":["Advanced Technologies for Environment and Smart Cities (ATES Unit), University of Sfax, Sfax, Tunisia","Faculty of Sciences, University of Sfax, Sfax, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Advanced Technologies for Environment and Smart Cities (ATES Unit), University of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"Faculty of Sciences, University of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5094179120"],"corresponding_institution_ids":["https://openalex.org/I142899784"],"apc_list":null,"apc_paid":null,"fwci":3.12,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.92398996,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"20","issue":"2","first_page":"67","last_page":"83"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9957000017166138,"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":0.9957000017166138,"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/T12994","display_name":"Infrared Thermography in Medicine","score":0.995199978351593,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9592000246047974,"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/mammography","display_name":"Mammography","score":0.6496636867523193},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6353731155395508},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5320502519607544},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.500422477722168},{"id":"https://openalex.org/keywords/digital-mammography","display_name":"Digital mammography","score":0.4824664890766144},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.4177318811416626},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4109104871749878},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3386033773422241},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.24954012036323547},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.2479161024093628},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.07129913568496704}],"concepts":[{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.6496636867523193},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6353731155395508},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5320502519607544},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.500422477722168},{"id":"https://openalex.org/C2781281974","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Digital mammography","level":5,"score":0.4824664890766144},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.4177318811416626},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4109104871749878},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3386033773422241},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.24954012036323547},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.2479161024093628},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.07129913568496704},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/his-240002","is_oa":false,"landing_page_url":"https://doi.org/10.3233/his-240002","pdf_url":null,"source":{"id":"https://openalex.org/S50927259","display_name":"International Journal of Hybrid Intelligent Systems","issn_l":"1448-5869","issn":["1448-5869","1875-8819"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Hybrid Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5299999713897705,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2806435421","https://openalex.org/W2923106228","https://openalex.org/W2987761193","https://openalex.org/W2989195520","https://openalex.org/W3037355614","https://openalex.org/W3111749256","https://openalex.org/W3148831051","https://openalex.org/W3154566879","https://openalex.org/W3200923647","https://openalex.org/W4206462383","https://openalex.org/W4223422269","https://openalex.org/W4280552267","https://openalex.org/W4293163051","https://openalex.org/W4307002278","https://openalex.org/W4313577028","https://openalex.org/W4327622658","https://openalex.org/W4386377761","https://openalex.org/W4388825965","https://openalex.org/W6855488931"],"related_works":["https://openalex.org/W2557931800","https://openalex.org/W2116047071","https://openalex.org/W54977395","https://openalex.org/W1993531705","https://openalex.org/W3197491245","https://openalex.org/W1966034269","https://openalex.org/W2000845075","https://openalex.org/W1766776469","https://openalex.org/W2029515485","https://openalex.org/W1990413141"],"abstract_inverted_index":{"Breast":[0],"cancer":[1],"is":[2],"a":[3,51,57,61,67],"significant":[4],"global":[5],"health":[6],"concern,":[7],"highlighting":[8],"the":[9,27,86,102,121,127,142,153,162],"critical":[10],"importance":[11],"of":[12,18,54,73,91,101,109,144],"early":[13],"detection":[14],"for":[15,29,42,70,111,114,118,148],"effective":[16],"treatment":[17],"women\u2019s":[19],"health.":[20],"While":[21],"convolutional":[22],"networks":[23],"(CNNs)":[24],"have":[25],"been":[26],"best":[28],"analysing":[30],"medical":[31,43],"images,":[32],"recent":[33],"interest":[34],"has":[35],"emerged":[36],"in":[37],"leveraging":[38],"vision":[39],"transformers":[40],"(ViTs)":[41],"data":[44],"analysis.":[45],"This":[46],"study":[47,122],"aimed":[48],"to":[49,141],"conduct":[50],"comprehensive":[52],"comparison":[53],"three":[55],"systems":[56,147],"self-attention":[58],"transformer":[59,64],"(VIT),":[60],"compact":[62],"convolution":[63],"(CCT),":[65],"and":[66,78,94,116,166],"tokenlearner":[68],"(TVIT)":[69],"binary":[71],"classification":[72],"mammography":[74],"images":[75],"into":[76],"benign":[77,93],"cancerous":[79],"tissue.":[80],"Thorough":[81],"experiments":[82],"were":[83],"performed":[84],"using":[85],"DDSM":[87],"dataset,":[88],"which":[89],"consists":[90],"5970":[92],"7158":[95],"malignant":[96],"images.":[97],"The":[98,132],"performance":[99,130],"accuracy":[100],"proposed":[103,154],"models":[104],"was":[105],"evaluated,":[106],"yielding":[107],"results":[108,125,158],"99.81%":[110],"VIT,":[112],"99.92%":[113],"CCT,":[115],"99.05%":[117],"TVIT.":[119],"Additionally,":[120],"compared":[123],"these":[124],"with":[126],"current":[128],"state-of-the-art":[129],"metrics.":[131],"findings":[133],"demonstrate":[134],"how":[135],"convolution-attention":[136],"mechanisms":[137],"can":[138],"effectively":[139],"contribute":[140],"development":[143],"robust":[145],"computer-aided":[146],"diagnosing":[149],"breast":[150],"cancer.":[151],"Notably,":[152],"approach":[155],"achieves":[156],"high-performance":[157],"while":[159],"also":[160],"minimizing":[161],"computational":[163],"resources":[164],"required":[165],"reducing":[167],"decision":[168],"time.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2}],"updated_date":"2026-05-29T09:21:14.243279","created_date":"2025-10-10T00:00:00"}
