{"id":"https://openalex.org/W4401750996","doi":"https://doi.org/10.1109/isbi56570.2024.10635228","title":"A Novel Vit-Based Multi-Scaled and Rotation-Invariance Approach for Precise Differentiation Between Meningioma and Solitary Fibrous Tumor","display_name":"A Novel Vit-Based Multi-Scaled and Rotation-Invariance Approach for Precise Differentiation Between Meningioma and Solitary Fibrous Tumor","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4401750996","doi":"https://doi.org/10.1109/isbi56570.2024.10635228"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635228","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635228","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","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":"https://openalex.org/A5106638441","display_name":"Mohamed T. Azam","orcid":null},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mohamed T. Azam","raw_affiliation_strings":["University of Louisville,Bioengineering Department,Louisville,KY,USA,40292"],"affiliations":[{"raw_affiliation_string":"University of Louisville,Bioengineering Department,Louisville,KY,USA,40292","institution_ids":["https://openalex.org/I142740786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066303253","display_name":"Hossam Magdy Balaha","orcid":"https://orcid.org/0000-0002-0686-4411"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hossam Magdy Balaha","raw_affiliation_strings":["University of Louisville,Bioengineering Department,Louisville,KY,USA,40292"],"affiliations":[{"raw_affiliation_string":"University of Louisville,Bioengineering Department,Louisville,KY,USA,40292","institution_ids":["https://openalex.org/I142740786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015307700","display_name":"Khadiga M. Ali","orcid":"https://orcid.org/0000-0001-7556-7173"},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Khadiga M. Ali","raw_affiliation_strings":["Mansoura University,Faculty of Medicine,Department of Pathology,Mansoura,Egypt"],"affiliations":[{"raw_affiliation_string":"Mansoura University,Faculty of Medicine,Department of Pathology,Mansoura,Egypt","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079378239","display_name":"Nagham Mekky","orcid":null},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Nagham E. Mekky","raw_affiliation_strings":["Mansoura University,Faculty of Computers and Information,Department of Information Technology,Egypt"],"affiliations":[{"raw_affiliation_string":"Mansoura University,Faculty of Computers and Information,Department of Information Technology,Egypt","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026801676","display_name":"Noha A. Hikal","orcid":"https://orcid.org/0000-0003-2334-9523"},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Noha A. Hikal","raw_affiliation_strings":["Mansoura University,Faculty of Computers and Information,Department of Information Technology,Egypt"],"affiliations":[{"raw_affiliation_string":"Mansoura University,Faculty of Computers and Information,Department of Information Technology,Egypt","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020634024","display_name":"Mohammed Ghazal","orcid":"https://orcid.org/0000-0002-9045-6698"},"institutions":[{"id":"https://openalex.org/I117222138","display_name":"Abu Dhabi University","ror":"https://ror.org/01r3kjq03","country_code":"AE","type":"education","lineage":["https://openalex.org/I117222138"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammed Ghazal","raw_affiliation_strings":["Abu Dhabi University,Electrical, Computer, and Biomedical Engineering Department,Abu Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Abu Dhabi University,Electrical, Computer, and Biomedical Engineering Department,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I117222138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108464916","display_name":"Dibson Gondim","orcid":"https://orcid.org/0000-0003-0604-8403"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dibson D. Gondim","raw_affiliation_strings":["University of Louisville School of Medicine,Department of Pathology,Louisville,KY,USA"],"affiliations":[{"raw_affiliation_string":"University of Louisville School of Medicine,Department of Pathology,Louisville,KY,USA","institution_ids":["https://openalex.org/I142740786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070114395","display_name":"Akshitkumar M. Mistry","orcid":"https://orcid.org/0000-0002-7918-5153"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Akshitkumar Mistry","raw_affiliation_strings":["University of Louisville School of Medicine,Department of Neurosurgery,Louisville,KY,USA"],"affiliations":[{"raw_affiliation_string":"University of Louisville School of Medicine,Department of Neurosurgery,Louisville,KY,USA","institution_ids":["https://openalex.org/I142740786"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075057705","display_name":"Ayman El\u2010Baz","orcid":"https://orcid.org/0000-0001-7264-1323"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ayman El-Baz","raw_affiliation_strings":["University of Louisville,Bioengineering Department,Louisville,KY,USA,40292"],"affiliations":[{"raw_affiliation_string":"University of Louisville,Bioengineering Department,Louisville,KY,USA,40292","institution_ids":["https://openalex.org/I142740786"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5106638441"],"corresponding_institution_ids":["https://openalex.org/I142740786"],"apc_list":null,"apc_paid":null,"fwci":1.1623,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.79393993,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11173","display_name":"Neurofibromatosis and Schwannoma Cases","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T11173","display_name":"Neurofibromatosis and Schwannoma Cases","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T11991","display_name":"Soft tissue tumor case studies","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"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/T10975","display_name":"Bone Tumor Diagnosis and Treatments","score":0.984499990940094,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/meningioma","display_name":"Meningioma","score":0.5617644786834717},{"id":"https://openalex.org/keywords/rotation","display_name":"Rotation (mathematics)","score":0.5432698726654053},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3622557520866394},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.36057722568511963},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2779232859611511},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1647992730140686},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.10993629693984985}],"concepts":[{"id":"https://openalex.org/C2779160599","wikidata":"https://www.wikidata.org/wiki/Q369157","display_name":"Meningioma","level":2,"score":0.5617644786834717},{"id":"https://openalex.org/C74050887","wikidata":"https://www.wikidata.org/wiki/Q848368","display_name":"Rotation (mathematics)","level":2,"score":0.5432698726654053},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3622557520866394},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.36057722568511963},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2779232859611511},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1647992730140686},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.10993629693984985}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi56570.2024.10635228","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635228","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.46000000834465027}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2795973284","https://openalex.org/W3043535166","https://openalex.org/W3080784277","https://openalex.org/W3094502228","https://openalex.org/W3104347727","https://openalex.org/W3109624915","https://openalex.org/W3197303298","https://openalex.org/W3198442200","https://openalex.org/W4211155673","https://openalex.org/W4214914911","https://openalex.org/W4225272944","https://openalex.org/W4307650890","https://openalex.org/W4309293988","https://openalex.org/W4310804926","https://openalex.org/W4312204014","https://openalex.org/W4313650905","https://openalex.org/W4318483790","https://openalex.org/W4362603432","https://openalex.org/W4377819240","https://openalex.org/W4386597310","https://openalex.org/W4387774574"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2935759653","https://openalex.org/W3105167352","https://openalex.org/W54078636","https://openalex.org/W2954470139","https://openalex.org/W1501425562","https://openalex.org/W2902782467","https://openalex.org/W3084825885","https://openalex.org/W2298861036"],"abstract_inverted_index":{"Meningioma":[0],"(MEN)":[1],"and":[2,30,48,60,70,139],"Solitary":[3],"Fibrous":[4],"Tumor":[5],"(SFT)":[6],"pose":[7],"challenges":[8],"in":[9,25,77,154],"diagnosis":[10],"due":[11],"to":[12,92],"their":[13],"similar":[14],"histological":[15],"characteristics.":[16],"Common":[17],"diagnostic":[18],"methods":[19],"like":[20],"immunohistochemistry":[21],"(IHC)":[22],"have":[23],"drawbacks":[24],"terms":[26],"of":[27,147],"time,":[28],"cost,":[29],"accessibility.":[31],"This":[32],"paper":[33],"introduces":[34],"a":[35,58,65,105,112],"new":[36],"approach":[37,63],"using":[38,104],"Vision":[39],"Transformer":[40],"(ViT)":[41],"on":[42,111],"whole-slide":[43],"images":[44],"(WSI)":[45],"for":[46],"MEN":[47],"SFT":[49],"classification,":[50],"addressing":[51],"these":[52],"challenges.":[53],"The":[54],"proposed":[55,149],"model":[56],"employs":[57],"rotational":[59],"scale":[61],"invariance":[62],"with":[64,125],"ViT":[66,83,120],"architecture,":[67],"capturing":[68],"global":[69],"local":[71],"features":[72],"at":[73],"various":[74],"optical":[75],"scales":[76,103],"WSIs.":[78],"To":[79],"comprehensively":[80],"an-alyze,":[81],"pre-trained":[82],"models":[84],"(ViT":[85],"B/16,":[86],"B/32,":[87],"L/16,":[88],"L/32)":[89],"were":[90],"applied":[91],"different":[93],"WSI":[94,102],"magnification":[95],"levels.":[96],"Diagnosis":[97],"was":[98],"determined":[99],"by":[100],"combining":[101],"weighted":[106],"majority":[107],"voting":[108],"scheme.":[109],"Evaluation":[110],"92-patient":[113],"cohort":[114],"(46":[115],"MEN,":[116],"46":[117],"SFT)":[118],"showed":[119],"L/16":[121],"model\u2019s":[122],"robust":[123],"performance":[124],"90.45%":[126],"accuracy,":[127,136],"93.03%":[128],"sensitivity,":[129],"87.94%":[130],"specificity,":[131],"88.21%":[132],"precision,":[133],"90.48%":[134],"balanced":[135],"90.62%":[137],"ROC,":[138],"90.56%":[140],"F1-score.":[141],"These":[142],"results":[143],"affirm":[144],"the":[145,148],"effectiveness":[146],"model,":[150],"promising":[151],"innovative":[152],"tools":[153],"histopathology":[155],"diagnostics.":[156]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}