{"id":"https://openalex.org/W3199244825","doi":"https://doi.org/10.3233/faia210051","title":"Brain Tumor Classification Using Modified VGG Model-Based Transfer Learning Approach","display_name":"Brain Tumor Classification Using Modified VGG Model-Based Transfer Learning Approach","publication_year":2021,"publication_date":"2021-09-08","ids":{"openalex":"https://openalex.org/W3199244825","doi":"https://doi.org/10.3233/faia210051","mag":"3199244825"},"language":"en","primary_location":{"id":"doi:10.3233/faia210051","is_oa":false,"landing_page_url":"https://doi.org/10.3233/faia210051","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","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/A5024470325","display_name":"Arpit Kumar Sharma","orcid":"https://orcid.org/0000-0002-0805-085X"},"institutions":[{"id":"https://openalex.org/I73779912","display_name":"Manipal University Jaipur","ror":"https://ror.org/040h76494","country_code":null,"type":"education","lineage":["https://openalex.org/I73779912"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Arpit Kumar Sharma","raw_affiliation_strings":["Research Scholar, Department of Computer and Communication Engineering, Manipal University Jaipur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Scholar, Department of Computer and Communication Engineering, Manipal University Jaipur, India","institution_ids":["https://openalex.org/I73779912"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108657370","display_name":"Amita Nandal","orcid":null},"institutions":[{"id":"https://openalex.org/I73779912","display_name":"Manipal University Jaipur","ror":"https://ror.org/040h76494","country_code":null,"type":"education","lineage":["https://openalex.org/I73779912"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amita Nandal","raw_affiliation_strings":["Department of Computer and Communication Engineering, Manipal University Jaipur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Communication Engineering, Manipal University Jaipur, India","institution_ids":["https://openalex.org/I73779912"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100425202","display_name":"Liang Zhou","orcid":"https://orcid.org/0000-0002-3471-9924"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210121283","display_name":"Shanghai Hospital Development Center","ror":"https://ror.org/02zrtve16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121283"]},{"id":"https://openalex.org/I4210135985","display_name":"Shanghai University of Medicine and Health Sciences","ror":"https://ror.org/03ns6aq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210135985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Zhou","raw_affiliation_strings":["Center for Medicine Intelligent and Development, China Hospital Development Institute, Shanghai Jiao Tong University, Shanghai, China","Shanghai University of Medicine and Health Sciences, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Medicine Intelligent and Development, China Hospital Development Institute, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I4210121283","https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai University of Medicine and Health Sciences, Shanghai, China","institution_ids":["https://openalex.org/I4210135985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065459326","display_name":"Arvind Dhaka","orcid":"https://orcid.org/0000-0003-1150-2690"},"institutions":[{"id":"https://openalex.org/I73779912","display_name":"Manipal University Jaipur","ror":"https://ror.org/040h76494","country_code":null,"type":"education","lineage":["https://openalex.org/I73779912"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arvind Dhaka","raw_affiliation_strings":["Department of Computer and Communication Engineering, Manipal University Jaipur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Communication Engineering, Manipal University Jaipur, India","institution_ids":["https://openalex.org/I73779912"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101578405","display_name":"Tao Wu","orcid":"https://orcid.org/0000-0002-0437-2042"},"institutions":[{"id":"https://openalex.org/I4210135985","display_name":"Shanghai University of Medicine and Health Sciences","ror":"https://ror.org/03ns6aq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210135985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Wu","raw_affiliation_strings":["Shanghai University of Medicine and Health Sciences, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai University of Medicine and Health Sciences, Shanghai, China","institution_ids":["https://openalex.org/I4210135985"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5024470325"],"corresponding_institution_ids":["https://openalex.org/I73779912"],"apc_list":null,"apc_paid":null,"fwci":2.1825,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.88669591,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9970999956130981,"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":0.9970999956130981,"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"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9103999733924866,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7890294790267944},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7653658390045166},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7216010689735413},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7064657807350159},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6778950095176697},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6040323972702026},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.516205370426178},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4533105492591858},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4508419632911682},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43201565742492676},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.41206568479537964}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7890294790267944},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7653658390045166},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7216010689735413},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7064657807350159},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6778950095176697},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6040323972702026},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.516205370426178},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4533105492591858},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4508419632911682},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43201565742492676},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.41206568479537964}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia210051","is_oa":false,"landing_page_url":"https://doi.org/10.3233/faia210051","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3183901164","https://openalex.org/W4206357785","https://openalex.org/W4281381188","https://openalex.org/W3192840557","https://openalex.org/W2951211570","https://openalex.org/W3167935049"],"abstract_inverted_index":{"This":[0,51],"paper":[1,52],"presents":[2],"the":[3,10,22,54,58,61,69,76,104,119,142,207],"detection":[4],"of":[5,60,87,122,209,214],"brain":[6,112,123],"tumors":[7,124],"by":[8],"using":[9],"VGG16":[11],"approach":[12,107],"for":[13,74,206],"grading":[14,80],"from":[15,29,99],"multiphase":[16,49],"MRI":[17,42],"images.":[18],"It":[19],"also":[20,84],"depicts":[21],"comparative":[23],"analysis":[24],"among":[25,48],"several":[26,91],"outcomes":[27],"coming":[28],"different":[30,169],"baseline":[31],"neural":[32,71],"networks":[33,66,72],"and":[34,93,131,136,152,161,177,182,193,216],"deep":[35,62,105],"learning":[36,39,63,106],"configurations.":[37],"Machine":[38],"directly":[40],"uses":[41],"images,":[43],"with":[44,108],"few":[45,95],"sequential":[46],"operations":[47],"MRIs.":[50],"illustrates":[53],"process":[55,196],"that":[56,125,197],"influences":[57],"potential":[59],"machine.":[64],"Neural":[65],"generally":[67],"involve":[68],"convolutional":[70],"(CNN)":[73],"achieving":[75],"optimum":[77],"enhancement":[78],"on":[79],"performance.":[81],"Such":[82,101],"processes":[83],"include":[85],"visualization":[86],"kernels":[88],"trained":[89],"in":[90,111,118,129,148,212],"layers":[92],"visualize":[94],"self-learned":[96],"features":[97],"attained":[98],"CNN.":[100],"research":[102],"shows":[103],"its":[109],"applications":[110],"tumor":[113],"segmentation.":[114],"Researchers":[115],"found":[116],"difficulty":[117],"automatic":[120],"segmentation":[121,195],"provide":[126],"great":[127],"variability":[128],"sizes":[130],"shapes.":[132],"Computed":[133],"tomography":[134],"(CT)":[135],"magnetic":[137],"resonance":[138],"(MR)":[139],"imaging":[140],"are":[141,165],"most":[143],"widely":[144],"used":[145],"radiographic":[146],"techniques":[147],"diagnosis,":[149],"clinical":[150],"studies,":[151],"treatment":[153],"planning.":[154],"The":[155],"problems":[156],"common":[157],"to":[158,180],"both":[159],"CT":[160],"MR":[162],"medical":[163],"images":[164],"partial":[166],"volume":[167],"effect,":[168],"artifacts:":[170],"example":[171],"motion":[172],"artifacts,":[173,175],"ring":[174],"etc,":[176],"noise":[178],"due":[179],"sensors":[181],"related":[183],"electronic":[184],"systems.":[185],"In":[186],"this":[187],"paper,":[188],"we":[189],"propose":[190],"an":[191],"easy":[192],"unique":[194],"provides":[198],"competitive":[199],"performance":[200,211],"as":[201,203],"well":[202],"speedy":[204],"runtime":[205],"evaluation":[208],"model":[210],"terms":[213],"loss":[215],"accuracy.":[217]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
