{"id":"https://openalex.org/W2430469483","doi":"https://doi.org/10.1002/ima.22168","title":"Unsupervised tissue classification of brain MR images for voxel-based morphometry analysis","display_name":"Unsupervised tissue classification of brain MR images for voxel-based morphometry analysis","publication_year":2016,"publication_date":"2016-06-01","ids":{"openalex":"https://openalex.org/W2430469483","doi":"https://doi.org/10.1002/ima.22168","mag":"2430469483"},"language":"en","primary_location":{"id":"doi:10.1002/ima.22168","is_oa":false,"landing_page_url":"https://doi.org/10.1002/ima.22168","pdf_url":null,"source":{"id":"https://openalex.org/S15952048","display_name":"International Journal of Imaging Systems and Technology","issn_l":"0899-9457","issn":["0899-9457","1098-1098"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Imaging Systems and Technology","raw_type":"journal-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/A5030847446","display_name":"Luca Agnello","orcid":"https://orcid.org/0000-0002-5795-7319"},"institutions":[{"id":"https://openalex.org/I900890020","display_name":"University of Palermo","ror":"https://ror.org/044k9ta02","country_code":"IT","type":"education","lineage":["https://openalex.org/I900890020"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Luca Agnello","raw_affiliation_strings":["Dipartimento di Biopatologia e Biotecnologie Mediche (DIBIMED); Universit\u00e0 Degli Studi di Palermo; 90129 Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Biopatologia e Biotecnologie Mediche (DIBIMED); Universit\u00e0 Degli Studi di Palermo; 90129 Italy","institution_ids":["https://openalex.org/I900890020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006558800","display_name":"Albert Comelli","orcid":"https://orcid.org/0000-0002-9290-6103"},"institutions":[{"id":"https://openalex.org/I900890020","display_name":"University of Palermo","ror":"https://ror.org/044k9ta02","country_code":"IT","type":"education","lineage":["https://openalex.org/I900890020"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Albert Comelli","raw_affiliation_strings":["Dipartimento di Biopatologia e Biotecnologie Mediche (DIBIMED); Universit\u00e0 Degli Studi di Palermo; 90129 Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Biopatologia e Biotecnologie Mediche (DIBIMED); Universit\u00e0 Degli Studi di Palermo; 90129 Italy","institution_ids":["https://openalex.org/I900890020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048915192","display_name":"Edoardo Ardizzone","orcid":"https://orcid.org/0000-0002-3096-8253"},"institutions":[{"id":"https://openalex.org/I900890020","display_name":"University of Palermo","ror":"https://ror.org/044k9ta02","country_code":"IT","type":"education","lineage":["https://openalex.org/I900890020"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Edoardo Ardizzone","raw_affiliation_strings":["Dipartimento di Ingegneria Chimica, Gestionale, Informatica, Meccanica (DICGIM); Universit\u00e0 Degli Studi di Palermo; 90129 Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Chimica, Gestionale, Informatica, Meccanica (DICGIM); Universit\u00e0 Degli Studi di Palermo; 90129 Italy","institution_ids":["https://openalex.org/I900890020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016477001","display_name":"Salvatore Vitabile","orcid":"https://orcid.org/0000-0002-2673-8551"},"institutions":[{"id":"https://openalex.org/I900890020","display_name":"University of Palermo","ror":"https://ror.org/044k9ta02","country_code":"IT","type":"education","lineage":["https://openalex.org/I900890020"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Salvatore Vitabile","raw_affiliation_strings":["Dipartimento di Biopatologia e Biotecnologie Mediche (DIBIMED); Universit\u00e0 Degli Studi di Palermo; 90129 Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Biopatologia e Biotecnologie Mediche (DIBIMED); Universit\u00e0 Degli Studi di Palermo; 90129 Italy","institution_ids":["https://openalex.org/I900890020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5030847446"],"corresponding_institution_ids":["https://openalex.org/I900890020"],"apc_list":{"value":3450,"currency":"USD","value_usd":3450},"apc_paid":null,"fwci":1.336,"has_fulltext":false,"cited_by_count":34,"citation_normalized_percentile":{"value":0.86626278,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"26","issue":"2","first_page":"136","last_page":"150"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9998999834060669,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9998999834060669,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9997000098228455,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.998199999332428,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7333959341049194},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7159931063652039},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6555123925209045},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6090796589851379},{"id":"https://openalex.org/keywords/voxel","display_name":"Voxel","score":0.5598397850990295},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4967043995857239},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.4264522194862366}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7333959341049194},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7159931063652039},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6555123925209045},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6090796589851379},{"id":"https://openalex.org/C54170458","wikidata":"https://www.wikidata.org/wiki/Q663554","display_name":"Voxel","level":2,"score":0.5598397850990295},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4967043995857239},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.4264522194862366},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/ima.22168","is_oa":false,"landing_page_url":"https://doi.org/10.1002/ima.22168","pdf_url":null,"source":{"id":"https://openalex.org/S15952048","display_name":"International Journal of Imaging Systems and Technology","issn_l":"0899-9457","issn":["0899-9457","1098-1098"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Imaging Systems and Technology","raw_type":"journal-article"},{"id":"pmh:oai:iris.unipa.it:10447/211898","is_oa":false,"landing_page_url":"http://www.interscience.wiley.com/jpages/0899-9457","pdf_url":null,"source":{"id":"https://openalex.org/S4306401065","display_name":"Nova Science Publishers (Nova Science Publishers, Inc.)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322991","display_name":"Universit\u00e0 degli Studi di Palermo","ror":"https://ror.org/044k9ta02"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W50188650","https://openalex.org/W1660390307","https://openalex.org/W1968114652","https://openalex.org/W1972602875","https://openalex.org/W1979719462","https://openalex.org/W1995450389","https://openalex.org/W2034196113","https://openalex.org/W2036458679","https://openalex.org/W2054902886","https://openalex.org/W2071881327","https://openalex.org/W2079994875","https://openalex.org/W2083911986","https://openalex.org/W2084177652","https://openalex.org/W2095966220","https://openalex.org/W2099801199","https://openalex.org/W2108817119","https://openalex.org/W2118386984","https://openalex.org/W2125818553","https://openalex.org/W2128197886","https://openalex.org/W2133218851","https://openalex.org/W2134495751","https://openalex.org/W2136573752","https://openalex.org/W2160172739","https://openalex.org/W2205365194","https://openalex.org/W2493695501","https://openalex.org/W2737741533","https://openalex.org/W2796289694","https://openalex.org/W2977883299","https://openalex.org/W4210965305","https://openalex.org/W4213283310","https://openalex.org/W4230920194","https://openalex.org/W6602017725","https://openalex.org/W6687987700","https://openalex.org/W7027562783"],"related_works":["https://openalex.org/W4389670110","https://openalex.org/W2429057255","https://openalex.org/W2187546663","https://openalex.org/W148745890","https://openalex.org/W2611942503","https://openalex.org/W4315621326","https://openalex.org/W2899790217","https://openalex.org/W2598865957","https://openalex.org/W1576092969","https://openalex.org/W2524154428"],"abstract_inverted_index":{"In":[0],"this":[1],"article,":[2],"a":[3,28,174,196,237],"fully":[4],"unsupervised":[5,97],"method":[6,19,65,100,202,227],"for":[7],"brain":[8,155],"tissue":[9],"segmentation":[10,38,156],"of":[11,123,166,176,214,224,242],"T1-weighted":[12],"MRI":[13,70],"3D":[14],"volumes":[15],"is":[16],"proposed.":[17],"The":[18,63,99,217],"uses":[20],"the":[21,67,79,105,109,113,119,139,146,149,164,167,184,188,192,200,211,222,225,233],"Fuzzy":[22],"C-Means":[23],"(FCM)":[24],"clustering":[25],"algorithm":[26],"and":[27,43,53,77,92,117,132,141,152,160,191,203,240],"Fully":[29],"Connected":[30],"Cascade":[31],"Neural":[32],"Network":[33],"(FCCNN)":[34],"classifier.":[35],"Traditional":[36],"manual":[37],"methods":[39,48,205,235],"require":[40],"neuro-radiological":[41],"expertise":[42],"significant":[44],"time":[45],"while":[46],"semiautomatic":[47],"depend":[49],"on":[50,104,108,112,118,138,199],"parameter's":[51],"setup":[52],"trial-and-error":[54],"methodologies":[55],"that":[56,221],"may":[57],"lead":[58],"to":[59,73,81,83,162],"high":[60],"intraoperator/interoperator":[61],"variability.":[62],"proposed":[64,147,168,189,201,226],"selects":[66],"most":[68],"useful":[69],"data":[71],"according":[72],"FCM":[74,150],"fuzziness":[75],"values":[76],"trains":[78],"FCCNN":[80],"learn":[82],"classify":[84],"brain\u2019":[85],"tissues":[86],"into":[87],"White":[88],"Matter,":[89,91],"Gray":[90],"Cerebro-Spinal":[93],"Fluid":[94],"in":[95],"an":[96],"way.":[98],"has":[101,180,206],"been":[102,136,181,207],"tested":[103],"IBSR":[106,140],"dataset,":[107,116],"BrainWeb":[110,114,142],"Phantom,":[111],"SBD":[115],"real":[120,185],"dataset":[121,186],"\u201cUniversity":[122],"Palermo":[124],"Policlinico":[125],"Hospital\u201d":[126],"(UPPH),":[127],"Italy.":[128],"Sensitivity,":[129],"Specificity,":[130],"Dice":[131],"F-Factor":[133],"scores":[134],"have":[135],"calculated":[137],"datasets":[143],"segmented":[144],"using":[145,187],"method,":[148],"algorithm,":[151],"two":[153],"state-of-the-art":[154],"software":[157],"packages":[158],"(FSL":[159],"SPM)":[161],"prove":[163],"effectiveness":[165],"approach.":[169],"A":[170],"qualitative":[171],"evaluation":[172],"involving":[173],"group":[175,213],"five":[177],"expert":[178,215],"radiologists":[179],"performed":[182],"segmenting":[183],"approach":[190],"comparison":[193],"algorithms.":[194],"Finally,":[195],"usability":[197,239],"analysis":[198],"reference":[204,234],"carried":[208],"out":[209],"from":[210],"same":[212],"radiologists.":[216],"achieved":[218],"results":[219],"show":[220],"segmentations":[223],"are":[228],"comparable":[229],"or":[230],"better":[231,238],"than":[232],"with":[236],"degree":[241],"acceptance.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
