{"id":"https://openalex.org/W4408145162","doi":"https://doi.org/10.1109/access.2025.3547796","title":"Next-Generation Automation in Neuro-Oncology: Advanced Neural Networks for MRI-Based Brain Tumor Segmentation and Classification","display_name":"Next-Generation Automation in Neuro-Oncology: Advanced Neural Networks for MRI-Based Brain Tumor Segmentation and Classification","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408145162","doi":"https://doi.org/10.1109/access.2025.3547796"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3547796","doi":"https://doi.org/10.1109/access.2025.3547796","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3547796","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3547796","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116568501","display_name":"Syed Sajid Hussain","orcid":"https://orcid.org/0000-0003-3376-2290","observed_orcids":["https://orcid.org/0000-0003-3376-2290"]},"institutions":[{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Syed Sajid Hussain","raw_affiliation_strings":["School of Computer Science, UPES, Dehradun, India"],"raw_orcid":"https://orcid.org/0000-0003-3376-2290","affiliations":[{"raw_affiliation_string":"School of Computer Science, UPES, Dehradun, India","institution_ids":["https://openalex.org/I5847235"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001336409","display_name":"Niyaz Ahmad Wani","orcid":"https://orcid.org/0000-0002-7656-3374","observed_orcids":["https://orcid.org/0000-0002-7656-3374","https://orcid.org/0009-0006-6863-049X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Niyaz Ahmad Wani","raw_affiliation_strings":["School of Computer Science and Engineering, IILM University, Greater Noida, Uttar Pradesh, India"],"raw_orcid":"https://orcid.org/0000-0002-7656-3374","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, IILM University, Greater Noida, Uttar Pradesh, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101588409","display_name":"Jasleen Kaur","orcid":"https://orcid.org/0000-0003-0051-5832","observed_orcids":["https://orcid.org/0000-0003-0051-5832"]},"institutions":[{"id":"https://openalex.org/I162030827","display_name":"Thapar Institute of Engineering & Technology","ror":"https://ror.org/00wdq3744","country_code":"IN","type":"education","lineage":["https://openalex.org/I162030827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jasleen Kaur","raw_affiliation_strings":["Department of Computer Science and Engineering, Thapar Institute of Engineering & Technology, Patiala, Punjab, India"],"raw_orcid":"https://orcid.org/0000-0003-0051-5832","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Thapar Institute of Engineering & Technology, Patiala, Punjab, India","institution_ids":["https://openalex.org/I162030827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101504317","display_name":"Naveed Ahmad","orcid":"https://orcid.org/0000-0003-2941-9780","observed_orcids":["https://orcid.org/0000-0003-2941-9780"]},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Naveed Ahmad","raw_affiliation_strings":["College of Computer and Information Sciences, Prince Sultan University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-2941-9780","affiliations":[{"raw_affiliation_string":"College of Computer and Information Sciences, Prince Sultan University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062500650","display_name":"Sadique Ahmad","orcid":"https://orcid.org/0000-0001-6907-2318","observed_orcids":["https://orcid.org/0000-0001-6907-2318"]},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Sadique Ahmad","raw_affiliation_strings":["EIAS Data Science and Blockchain Laboratory, College of Computer and Information Sciences, Prince Sultan University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-6907-2318","affiliations":[{"raw_affiliation_string":"EIAS Data Science and Blockchain Laboratory, College of Computer and Information Sciences, Prince Sultan University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2075,"currency":"USD","value_usd":2075},"apc_paid":{"value":2075,"currency":"USD","value_usd":2075},"fwci":9.7086,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.9881523,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"13","issue":null,"first_page":"41141","last_page":"41158"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9994999766349792,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.0003000000142492354,"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/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/brain-tumor-segmentation","display_name":"brain tumor segmentation","score":0.996999979019165},{"id":"https://openalex.org/keywords/brain-tumor-classification","display_name":"brain tumor classification","score":0.9959999918937683},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"magnetic resonance imaging","score":0.871999979019165},{"id":"https://openalex.org/keywords/neuro-oncology","display_name":"neuro-oncology","score":0.8840000033378601},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"multi-task learning","score":0.8519999980926514},{"id":"https://openalex.org/keywords/attention-u-net","display_name":"Attention U-Net","score":0.9480000138282776},{"id":"https://openalex.org/keywords/u-net","display_name":"U-Net","score":0.9570000171661377},{"id":"https://openalex.org/keywords/medical-image-segmentation","display_name":"medical image segmentation","score":0.6290000081062317},{"id":"https://openalex.org/keywords/automated-diagnosis","display_name":"automated diagnosis","score":0.722000002861023}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6271846294403076},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.545914888381958},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48969677090644836},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.47285962104797363},{"id":"https://openalex.org/C2779130545","wikidata":"https://www.wikidata.org/wiki/Q233309","display_name":"Brain tumor","level":2,"score":0.44141411781311035},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.43266865611076355},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30861496925354004},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.19315287470817566},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15821295976638794},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3547796","doi":"https://doi.org/10.1109/access.2025.3547796","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3547796","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:63e99314f42f4f7d9f6db92f2e51f0c6","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/63e99314f42f4f7d9f6db92f2e51f0c6","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 41141-41158 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3547796","doi":"https://doi.org/10.1109/access.2025.3547796","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3547796","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9537000060081482}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":94,"referenced_works":["https://openalex.org/W63178364","https://openalex.org/W1494765071","https://openalex.org/W1524094261","https://openalex.org/W1641498739","https://openalex.org/W1815337875","https://openalex.org/W1828428676","https://openalex.org/W1901129140","https://openalex.org/W1970545387","https://openalex.org/W1995642009","https://openalex.org/W2007754818","https://openalex.org/W2015014337","https://openalex.org/W2017003967","https://openalex.org/W2028094999","https://openalex.org/W2035356739","https://openalex.org/W2059925738","https://openalex.org/W2064707511","https://openalex.org/W2073469994","https://openalex.org/W2077115170","https://openalex.org/W2077596487","https://openalex.org/W2091926892","https://openalex.org/W2106495731","https://openalex.org/W2108598243","https://openalex.org/W2109628770","https://openalex.org/W2118246710","https://openalex.org/W2121055008","https://openalex.org/W2125637308","https://openalex.org/W2129011754","https://openalex.org/W2131006320","https://openalex.org/W2133467637","https://openalex.org/W2133564696","https://openalex.org/W2137186887","https://openalex.org/W2145803225","https://openalex.org/W2153592242","https://openalex.org/W2167510172","https://openalex.org/W2194775991","https://openalex.org/W2213239507","https://openalex.org/W2293130453","https://openalex.org/W2301358467","https://openalex.org/W2302541206","https://openalex.org/W2310992461","https://openalex.org/W2316087224","https://openalex.org/W2332066482","https://openalex.org/W2529926598","https://openalex.org/W2589086700","https://openalex.org/W2594179300","https://openalex.org/W2737419647","https://openalex.org/W2774320778","https://openalex.org/W2782833026","https://openalex.org/W2798122215","https://openalex.org/W2810169085","https://openalex.org/W2887392477","https://openalex.org/W2890325102","https://openalex.org/W2891155035","https://openalex.org/W2898522275","https://openalex.org/W2900298334","https://openalex.org/W2913287063","https://openalex.org/W2923997689","https://openalex.org/W2962767316","https://openalex.org/W2963150697","https://openalex.org/W2963717741","https://openalex.org/W2970108562","https://openalex.org/W2998331930","https://openalex.org/W3000336723","https://openalex.org/W3007268491","https://openalex.org/W3017157669","https://openalex.org/W3023828269","https://openalex.org/W3028293663","https://openalex.org/W3039513141","https://openalex.org/W3087421454","https://openalex.org/W3111676751","https://openalex.org/W3121211383","https://openalex.org/W3131165010","https://openalex.org/W3165866168","https://openalex.org/W3196081964","https://openalex.org/W3211330693","https://openalex.org/W4206453042","https://openalex.org/W4281682624","https://openalex.org/W4284668204","https://openalex.org/W4285740467","https://openalex.org/W4293589825","https://openalex.org/W4296143821","https://openalex.org/W4296423572","https://openalex.org/W4307726656","https://openalex.org/W4308500707","https://openalex.org/W4318479026","https://openalex.org/W4366778174","https://openalex.org/W4367856863","https://openalex.org/W4376956392","https://openalex.org/W4386619298","https://openalex.org/W4387913029","https://openalex.org/W4392592951","https://openalex.org/W4392941956","https://openalex.org/W4399879443","https://openalex.org/W4403068662"],"related_works":["https://openalex.org/W4394577598","https://openalex.org/W4413640353","https://openalex.org/W7215959576","https://openalex.org/W4410570441","https://openalex.org/W4408257063","https://openalex.org/W4412383532","https://openalex.org/W7217788025","https://openalex.org/W4414428299","https://openalex.org/W4398167402","https://openalex.org/W7163647436"],"abstract_inverted_index":{"Brain":[0],"tumors":[1,22],"provide":[2],"a":[3,87,210,271],"significant":[4,24],"healthcare":[5],"concern":[6],"worldwide":[7],"due":[8],"to":[9,78,97,114,259],"their":[10,19],"potentially":[11],"lethal":[12],"consequences":[13],"and":[14,29,34,38,49,72,99,107,124,153,169,186,200,220,242,278],"the":[15,79,101,116,132,159,164,178,192,231,243,254,262],"intricate":[16],"nature":[17],"of":[18,81,103,134,138,146,212,215,218,224,245,256,264],"diagnosis.":[20,75],"These":[21,251],"exhibit":[23],"variability":[25],"in":[26,69,74,166,227,281],"kind,":[27],"size,":[28],"location,":[30],"hence":[31],"confounding":[32],"identification":[33,106],"treatment":[35,47],"efforts.":[36],"Timely":[37],"precise":[39],"detection":[40],"is":[41,141],"essential,":[42],"as":[43],"it":[44],"profoundly":[45],"influences":[46],"efficacy":[48,137,244],"survival":[50],"probabilities.":[51],"Contemporary":[52],"diagnostic":[53,117,276],"techniques,":[54],"predominantly":[55],"reliant":[56],"on":[57,121],"Magnetic":[58],"Resonance":[59],"Imaging":[60],"(MRI),":[61],"necessitate":[62],"considerable":[63],"manual":[64,122],"analysis":[65],"by":[66,143],"experts,":[67],"resulting":[68],"possible":[70],"delays":[71],"inconsistencies":[73],"In":[76,203],"response":[77],"urgency":[80],"these":[82],"difficulties,":[83],"our":[84,139,246,257],"research":[85],"presents":[86],"novel":[88],"multi-task":[89,248],"learning":[90,249],"methodology":[91,140],"utilizing":[92,174],"advanced":[93],"neural":[94,149],"network":[95],"architectures":[96],"automate":[98],"improve":[100],"accuracy":[102,168],"brain":[104,268],"tumor":[105],"classification":[108,170,205,229],"from":[109],"MRIs.":[110],"This":[111],"method":[112,258],"seeks":[113],"optimize":[115],"procedure,":[118],"diminish":[119],"reliance":[120],"analysis,":[123],"deliver":[125],"swift,":[126],"dependable":[127],"outcomes":[128],"that":[129,158,191],"can":[130],"expedite":[131],"commencement":[133],"treatment.":[135],"The":[136],"evidenced":[142],"comprehensive":[144],"testing":[145],"three":[147],"sophisticated":[148],"architectures:":[150],"UNet,":[151],"Attention-UNet,":[152],"Residual-Attention-UNet.":[154],"Our":[155,172],"results":[156,252],"indicate":[157],"Residual-Attention-UNet":[160,193],"model":[161,208,232],"significantly":[162],"surpasses":[163],"others":[165],"segmentation":[167],"precision.":[171],"studies,":[173],"conventional":[175],"metrics":[176],"including":[177],"Jaccard":[179],"Similarity":[180],"Index":[181],"(JSI),":[182],"Dice":[183],"Coefficients":[184],"(DC),":[185],"overall":[187],"Accuracy":[188,217],"(ACC),":[189],"demonstrated":[190],"attained":[194],"roughly":[195],"89.30%":[196],"JSI,":[197],"91.10%":[198],"DC,":[199],"93.35%":[201],"ACC.":[202],"binary":[204],"tasks,":[206],"this":[207],"achieved":[209],"Precision":[211],"98.60%,":[213],"Recall":[214],"98.06%,":[216],"99.40%,":[219],"an":[221],"F1":[222],"score":[223],"96.57%.":[225],"Furthermore,":[226],"multiclass":[228],"contexts,":[230],"consistently":[233],"above":[234],"95%":[235],"across":[236],"all":[237],"measures,":[238],"underscoring":[239],"its":[240],"robustness":[241],"proposed":[247],"approach.":[250],"highlight":[253],"capability":[255],"substantially":[260],"progress":[261],"domain":[263],"medical":[265],"imaging":[266],"for":[267,274],"tumors,":[269],"providing":[270],"robust":[272],"instrument":[273],"improving":[275],"precision":[277],"patient":[279],"management":[280],"neuro-oncology.":[282]},"counts_by_year":[{"year":2026,"cited_by_count":28},{"year":2025,"cited_by_count":11}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-03-05T00:00:00"}