{"id":"https://openalex.org/W4410629068","doi":"https://doi.org/10.4018/979-8-3693-9816-6.ch021","title":"Brain Tumor-Level Detection in 3D MRI Images: An Advanced Approach for Analyzing and Classifying Tumor Severity Using Volumetric MRI Data","display_name":"Brain Tumor-Level Detection in 3D MRI Images: An Advanced Approach for Analyzing and Classifying Tumor Severity Using Volumetric MRI Data","publication_year":2025,"publication_date":"2025-05-23","ids":{"openalex":"https://openalex.org/W4410629068","doi":"https://doi.org/10.4018/979-8-3693-9816-6.ch021"},"language":"en","primary_location":{"id":"doi:10.4018/979-8-3693-9816-6.ch021","doi":"https://doi.org/10.4018/979-8-3693-9816-6.ch021","is_oa":false,"landing_page_url":"https://doi.org/10.4018/979-8-3693-9816-6.ch021","pdf_url":null,"source":{"id":"https://openalex.org/S4210196384","display_name":"Advances in medical diagnosis, treatment, and care (AMDTC) book series","issn_l":"2475-6628","issn":["2475-6628","2475-6636"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Medical Diagnosis, Treatment, and Care","raw_type":"book-chapter"},"parent_works":[{"id":"https://openalex.org/W4410629272","display_name":"Deep Learning in Medical Signal and Image Processing","relationship":"volume"}],"lineage":["https://openalex.org/W4410629068","https://openalex.org/W4410629272"],"child_works_count":0,"type":"book-chapter","is_traditional":true,"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/A5014355425","display_name":"Muhammad Khan","orcid":"https://orcid.org/0000-0001-6413-5324","observed_orcids":["https://orcid.org/0000-0001-6413-5324"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muhammmad Sajid Khan","raw_affiliation_strings":["Wales Institute of Digital Information, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wales Institute of Digital Information, UK","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083786042","display_name":"Andrew Ware","orcid":"https://orcid.org/0000-0001-8596-2601","observed_orcids":["https://orcid.org/0000-0001-8596-2601"]},"institutions":[{"id":"https://openalex.org/I128993996","display_name":"University of South Wales","ror":"https://ror.org/02mzn7s88","country_code":"GB","type":"education","lineage":["https://openalex.org/I128993996"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Andrew Ware","raw_affiliation_strings":["University of South Wales, UK"],"raw_orcid":"https://orcid.org/0000-0001-8596-2601","affiliations":[{"raw_affiliation_string":"University of South Wales, UK","institution_ids":["https://openalex.org/I128993996"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117646616","display_name":"Fizza Asif","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fizza Asif","raw_affiliation_strings":["University of Engineering and Technology, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Engineering and Technology, Pakistan","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Muhammad Usman Sharif","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muhammad Usman Sharif","raw_affiliation_strings":["University of Engineering and Technology, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Engineering and Technology, Pakistan","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053331577","display_name":"John Attia","orcid":"https://orcid.org/0000-0001-9800-1308","observed_orcids":["https://orcid.org/0000-0001-9800-1308"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Attia","raw_affiliation_strings":["University of Engineering and Technology, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Engineering and Technology, Pakistan","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"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":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"571","last_page":"596"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":1.0,"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":1.0,"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":0.0,"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-detection","display_name":"brain tumor detection","score":0.9399999976158142},{"id":"https://openalex.org/keywords/3d-mri","display_name":"3D MRI","score":0.9319999814033508},{"id":"https://openalex.org/keywords/tumor-classification","display_name":"tumor classification","score":0.7509999871253967},{"id":"https://openalex.org/keywords/tumor-severity","display_name":"tumor severity","score":0.3970000147819519},{"id":"https://openalex.org/keywords/volumetric-mri","display_name":"volumetric MRI","score":0.7459999918937683},{"id":"https://openalex.org/keywords/mri-segmentation","display_name":"MRI segmentation","score":0.6079999804496765},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.6480000019073486},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.972000002861023},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"adaptive neuro-fuzzy inference system","score":0.984000027179718},{"id":"https://openalex.org/keywords/self-organizing-maps","display_name":"self-organizing maps","score":0.996999979019165},{"id":"https://openalex.org/keywords/neuroradiology","display_name":"neuroradiology","score":0.6679999828338623},{"id":"https://openalex.org/keywords/image-preprocessing","display_name":"image preprocessing","score":0.43799999356269836}],"concepts":[{"id":"https://openalex.org/C2779130545","wikidata":"https://www.wikidata.org/wiki/Q233309","display_name":"Brain tumor","level":2,"score":0.48830556869506836},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4472789764404297},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44541552662849426},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4075891971588135},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37460052967071533},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.17003145813941956}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4018/979-8-3693-9816-6.ch021","doi":"https://doi.org/10.4018/979-8-3693-9816-6.ch021","is_oa":false,"landing_page_url":"https://doi.org/10.4018/979-8-3693-9816-6.ch021","pdf_url":null,"source":{"id":"https://openalex.org/S4210196384","display_name":"Advances in medical diagnosis, treatment, and care (AMDTC) book series","issn_l":"2475-6628","issn":["2475-6628","2475-6636"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Medical Diagnosis, Treatment, and Care","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W242464784","https://openalex.org/W2063552084","https://openalex.org/W2114768387","https://openalex.org/W2181904299","https://openalex.org/W2310992461","https://openalex.org/W2525219084","https://openalex.org/W2621887673","https://openalex.org/W2766374185","https://openalex.org/W2805045069","https://openalex.org/W2887651778","https://openalex.org/W2891857663","https://openalex.org/W2902280286","https://openalex.org/W2954204114","https://openalex.org/W2974957731","https://openalex.org/W2981836141","https://openalex.org/W2996303202","https://openalex.org/W3132698319","https://openalex.org/W4255289481","https://openalex.org/W4281572218","https://openalex.org/W4328007038","https://openalex.org/W4375953500","https://openalex.org/W4385987583","https://openalex.org/W4390646484","https://openalex.org/W4391448972","https://openalex.org/W4402749418","https://openalex.org/W4403037718"],"related_works":["https://openalex.org/W4399269507","https://openalex.org/W7117535727","https://openalex.org/W7147302871","https://openalex.org/W2111622609","https://openalex.org/W7160319976","https://openalex.org/W2938178956","https://openalex.org/W4401668846","https://openalex.org/W3107179155","https://openalex.org/W7154749801","https://openalex.org/W4410856626"],"abstract_inverted_index":{"The":[0,90,122],"field":[1],"of":[2,10,55,70],"neuroradiology":[3],"has":[4],"advanced":[5,107],"significantly":[6],"with":[7,31,59],"the":[8,110,144,160,165],"implementation":[9],"3D":[11,94,189,195],"Magnetic":[12],"Resonance":[13],"Imaging":[14],"(MRI)":[15],"technology.":[16],"This":[17],"imaging":[18],"modality":[19],"enables":[20],"early-stage":[21],"tumor":[22,48,100,145,166],"diagnosis":[23],"by":[24,64,148,177],"detecting":[25],"minute":[26],"tumors":[27,35,61,79],"and":[28,44,57,72,87,131,184],"subtle":[29],"abnormalities":[30],"high":[32],"precision.":[33],"Brain":[34],"are":[36,139,157,171],"classified":[37],"into":[38,159],"three":[39],"primary":[40],"categories:":[41],"benign,":[42],"premalignant,":[43],"malignant.":[45],"A":[46],"brain":[47,99,190],"is":[49],"defined":[50],"as":[51],"an":[52],"abnormal":[53],"proliferation":[54],"cells":[56],"tissues,":[58],"malignant":[60],"being":[62],"characterized":[63],"rapid":[65],"growth,":[66],"irregular":[67],"surfaces,":[68],"lack":[69],"encapsulation,":[71],"deep":[73],"attachments":[74],"to":[75,142,151,162],"surrounding":[76],"structures.":[77],"These":[78,155],"can":[80,103],"exert":[81],"substantial":[82],"pressure":[83],"on":[84],"adjacent":[85],"tissues":[86],"spread":[88],"rapidly.":[89],"proposed":[91],"method":[92],"leverages":[93],"MRI":[95,169],"scans":[96],"for":[97],"precise":[98],"detection.":[101],"Users":[102],"choose":[104],"between":[105],"two":[106],"classification":[108],"approaches:":[109],"Support":[111],"Vector":[112],"Machine":[113],"(SVM)":[114],"or":[115],"Adaptive":[116],"Neuro-Fuzzy":[117],"Inference":[118],"System":[119],"(ANFIS)":[120],"classifiers.":[121],"preprocessing":[123],"phase,":[124],"which":[125],"includes":[126],"contrast":[127],"enhancement,":[128],"noise":[129],"reduction,":[130],"grayscale":[132],"conversion,":[133],"optimizes":[134],"image":[135],"quality.":[136],"Segmentation":[137],"techniques":[138],"then":[140],"applied":[141],"isolate":[143],"region,":[146],"followed":[147],"feature":[149],"extraction":[150],"identify":[152],"vector-based":[153],"characteristics.":[154],"features":[156],"input":[158],"classifier":[161],"accurately":[163],"determine":[164],"type.":[167],"Tumor-affected":[168],"images":[170],"visualized":[172],"through":[173],"various":[174],"graphs":[175],"generated":[176],"a":[178],"Self-Organizing":[179],"Map":[180],"(SOM),":[181],"enhancing":[182],"interpretability":[183],"aiding":[185],"in":[186],"diagnostic":[187],"decision-making.Keywords:":[188],"Model,":[191],"Detection,":[192],"Tumour":[193],"Stages,":[194],"MRI,":[196],"segmentation.":[197]},"counts_by_year":[],"updated_date":"2026-11-14T11:04:58.165337","created_date":"2025-05-23T00:00:00"}
