{"id":"https://openalex.org/W4408863106","doi":"https://doi.org/10.1109/icca62237.2024.10927847","title":"Comprehensive Evaluation of Vision Transformer in MRI-based Brain Tumor Detection","display_name":"Comprehensive Evaluation of Vision Transformer in MRI-based Brain Tumor Detection","publication_year":2024,"publication_date":"2024-12-17","ids":{"openalex":"https://openalex.org/W4408863106","doi":"https://doi.org/10.1109/icca62237.2024.10927847"},"language":"en","primary_location":{"id":"doi:10.1109/icca62237.2024.10927847","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icca62237.2024.10927847","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Computer and Applications (ICCA)","raw_type":"proceedings-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":null,"display_name":"Alaa E. Ahmed","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Alaa E. Ahmed","raw_affiliation_strings":["PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt"],"affiliations":[{"raw_affiliation_string":"PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116806851","display_name":"Muhammad A. Elwany","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muhammad A. Elwany","raw_affiliation_strings":["PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt"],"affiliations":[{"raw_affiliation_string":"PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108167242","display_name":"M. A. Mahmoud","orcid":"https://orcid.org/0000-0001-8692-5458"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muhammad A. Mahmoud","raw_affiliation_strings":["PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt"],"affiliations":[{"raw_affiliation_string":"PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112978135","display_name":"Mohamed A. Fouad","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohamed A. Fouad","raw_affiliation_strings":["PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt"],"affiliations":[{"raw_affiliation_string":"PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116806852","display_name":"Muhammad A. Al-Ghareeb","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muhammad A. Al-Ghareeb","raw_affiliation_strings":["PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt"],"affiliations":[{"raw_affiliation_string":"PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092921219","display_name":"Tarek Dahab","orcid":"https://orcid.org/0009-0001-4236-4203"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tarek Dahab","raw_affiliation_strings":["Shgardi Company, Shgardi Company,Riyadh,Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Shgardi Company, Shgardi Company,Riyadh,Saudi Arabia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045975804","display_name":"Mohamed R. Shoaib","orcid":"https://orcid.org/0000-0003-3220-8714"},"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":"Mohamed R. Shoaib","raw_affiliation_strings":["College of Computing and Data Science (CCDS), Nanyang Technological University (NTU),Singapore"],"affiliations":[{"raw_affiliation_string":"College of Computing and Data Science (CCDS), Nanyang Technological University (NTU),Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100576683","display_name":"Ahmed Abdallah","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ahmed F Abdallah","raw_affiliation_strings":["PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt"],"affiliations":[{"raw_affiliation_string":"PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110595058","display_name":"G. El-Sheikh","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gamal A. El-Sheikh","raw_affiliation_strings":["PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt"],"affiliations":[{"raw_affiliation_string":"PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007714043","display_name":"Heba M. Emara","orcid":"https://orcid.org/0009-0007-8719-2023"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Heba M. Emara","raw_affiliation_strings":["PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt"],"affiliations":[{"raw_affiliation_string":"PHI for Engineering and Technology,dept. of Electronic and Electrical Engineering,Giza,Egypt","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31820162,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9851999878883362,"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"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9851999878883362,"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/computer-science","display_name":"Computer science","score":0.6051144599914551},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5219632983207703},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5021240711212158},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48081862926483154},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22082874178886414},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.10440230369567871},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.07762676477432251}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6051144599914551},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5219632983207703},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5021240711212158},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48081862926483154},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22082874178886414},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10440230369567871},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.07762676477432251}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icca62237.2024.10927847","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icca62237.2024.10927847","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Computer and Applications (ICCA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W3136070377","https://openalex.org/W3151130473","https://openalex.org/W3174246647","https://openalex.org/W3211740276","https://openalex.org/W4200376841","https://openalex.org/W4285491282","https://openalex.org/W4308090436","https://openalex.org/W4311075198","https://openalex.org/W4313188852","https://openalex.org/W4360864690","https://openalex.org/W4367598041","https://openalex.org/W4378471231","https://openalex.org/W4383066352","https://openalex.org/W4383108571","https://openalex.org/W4385430692","https://openalex.org/W4385987583","https://openalex.org/W4386869559","https://openalex.org/W4389537972","https://openalex.org/W4389564737","https://openalex.org/W4389665379","https://openalex.org/W4393186107","https://openalex.org/W6767410603","https://openalex.org/W6810198274","https://openalex.org/W6811274007","https://openalex.org/W6858414215"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Brain":[0,71],"tumor":[1,26,151],"detection":[2,27,152],"using":[3,28],"magnetic":[4],"resonance":[5],"imaging":[6,190],"(MRI)":[7],"plays":[8],"a":[9,21,112,119,126,134],"pivotal":[10],"role":[11],"in":[12,149,176,188],"early":[13],"diagnosis":[14],"and":[15,40,86,95,131,192],"treatment":[16],"planning.":[17],"This":[18,179],"study":[19,180],"presents":[20],"novel":[22],"approach":[23,148],"for":[24,99,172,195],"brain":[25,150],"MRI":[29,73],"images,":[30],"preceded":[31],"by":[32],"prepro-cessing":[33],"steps":[34],"including":[35,91],"contrast":[36],"enhancement,":[37],"noise":[38],"removal,":[39],"normalization.":[41],"Leveraging":[42],"the":[43,48,70,76,102,142,146,155,165,182],"Vision":[44,104,185],"Transformer":[45,105,186],"(ViT)":[46],"architecture,":[47],"proposed":[49,77,103,147,166],"method":[50,78],"is":[51,67],"examined":[52],"across":[53],"different":[54],"patch":[55,113,120,127,135],"sizes":[56],"(8\u00d78,":[57],"16\u00d716,":[58,123],"32\u00d732,":[59,130],"64\u00d764)":[60],"to":[61,154],"comprehensively":[62],"evaluate":[63],"its":[64,170],"performance.":[65],"Evaluation":[66],"conducted":[68],"on":[69],"Tumor":[72],"Dataset,":[74],"comparing":[75],"with":[79,111,118,125,133,160],"four":[80],"pretrained":[81,156],"models:":[82],"ResNet-50,":[83],"DenseNet121,":[84],"EfficientNetB0,":[85],"Inception":[87],"V3.":[88],"Performance":[89],"metrics":[90],"accuracy,":[92],"precision,":[93],"recall,":[94],"F-score":[96],"are":[97],"employed":[98],"evaluation.":[100],"Notably,":[101],"achieves":[106],"an":[107],"accuracy":[108,175],"of":[109,115,122,129,137,145,184],"99%":[110],"size":[114,121,128,136],"8\u00d78,":[116],"97%":[117],"96%":[124],"93%":[132],"64\u00d764.":[138],"These":[139],"results":[140],"highlight":[141],"superior":[143],"efficacy":[144],"compared":[153],"models.":[157],"Comparative":[158],"analysis":[159],"state-of-the-art":[161],"methods":[162],"further":[163],"confirms":[164],"approach's":[167],"superiority,":[168],"indicating":[169],"potential":[171,194],"enhancing":[173],"diagnostic":[174],"clinical":[177],"settings.":[178],"underscores":[181],"promise":[183],"models":[187],"medical":[189,197],"tasks":[191],"their":[193],"advancing":[196],"diagnostics.":[198]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}