{"id":"https://openalex.org/W2122420994","doi":"https://doi.org/10.1109/iccv.2007.4409155","title":"Fuzzy classification of brain MRI using a priori knowledge: weighted fuzzy C-means","display_name":"Fuzzy classification of brain MRI using a priori knowledge: weighted fuzzy C-means","publication_year":2007,"publication_date":"2007-01-01","ids":{"openalex":"https://openalex.org/W2122420994","doi":"https://doi.org/10.1109/iccv.2007.4409155","mag":"2122420994"},"language":"en","primary_location":{"id":"doi:10.1109/iccv.2007.4409155","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv.2007.4409155","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 IEEE 11th International Conference on Computer Vision","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/A5025220020","display_name":"Olivier Salvado","orcid":"https://orcid.org/0000-0002-2720-8739"},"institutions":[{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Olivier Salvado","raw_affiliation_strings":["BioMedIA Laboratory, e-Health Research Centre, CSIRO ICT Centre, Brisbane, QLD, Australia","CSIRO ICT Centre Brisbane"],"affiliations":[{"raw_affiliation_string":"BioMedIA Laboratory, e-Health Research Centre, CSIRO ICT Centre, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I4210141844"]},{"raw_affiliation_string":"CSIRO ICT Centre Brisbane","institution_ids":["https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040456565","display_name":"Pierrick Bourgeat","orcid":"https://orcid.org/0000-0002-2605-4766"},"institutions":[{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Pierrick Bourgeat","raw_affiliation_strings":["BioMedIA Laboratory, e-Health Research Centre, CSIRO ICT Centre, Brisbane, QLD, Australia","CSIRO ICT Centre Brisbane"],"affiliations":[{"raw_affiliation_string":"BioMedIA Laboratory, e-Health Research Centre, CSIRO ICT Centre, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I4210141844"]},{"raw_affiliation_string":"CSIRO ICT Centre Brisbane","institution_ids":["https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027631109","display_name":"Oscar Acosta","orcid":"https://orcid.org/0000-0002-5447-1479"},"institutions":[{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Oscar Acosta Tamayo","raw_affiliation_strings":["BioMedIA Laboratory, e-Health Research Centre, CSIRO ICT Centre, Brisbane, QLD, Australia","CSIRO ICT Centre Brisbane"],"affiliations":[{"raw_affiliation_string":"BioMedIA Laboratory, e-Health Research Centre, CSIRO ICT Centre, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I4210141844"]},{"raw_affiliation_string":"CSIRO ICT Centre Brisbane","institution_ids":["https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032634346","display_name":"Mar\u00eda A. Zuluaga","orcid":"https://orcid.org/0000-0002-1147-766X"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Maria Zuluaga","raw_affiliation_strings":["BioMedIA Laboratory, e-Health Research Centre, CSIRO ICT Centre, Brisbane, QLD, Australia","CSIRO ICT Centre Brisbane"],"affiliations":[{"raw_affiliation_string":"BioMedIA Laboratory, e-Health Research Centre, CSIRO ICT Centre, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I4210141844"]},{"raw_affiliation_string":"CSIRO ICT Centre Brisbane","institution_ids":["https://openalex.org/I1292875679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082106258","display_name":"S\u00e9bastien Ourselin","orcid":"https://orcid.org/0000-0002-5694-5340"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sebastien Ourselin","raw_affiliation_strings":["BioMedIA Laboratory, e-Health Research Centre, CSIRO ICT Centre, Brisbane, QLD, Australia","CSIRO ICT Centre Brisbane"],"affiliations":[{"raw_affiliation_string":"BioMedIA Laboratory, e-Health Research Centre, CSIRO ICT Centre, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I4210141844"]},{"raw_affiliation_string":"CSIRO ICT Centre Brisbane","institution_ids":["https://openalex.org/I1292875679"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5025220020"],"corresponding_institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I4210141844"],"apc_list":null,"apc_paid":null,"fwci":1.2954,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.81327923,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9937000274658203,"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/T10320","display_name":"Neural Networks and Applications","score":0.9922000169754028,"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/maximum-a-posteriori-estimation","display_name":"Maximum a posteriori estimation","score":0.6581922769546509},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.628765881061554},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.5986117124557495},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5890343189239502},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5803604125976562},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5621161460876465},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.544918954372406},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5424867272377014},{"id":"https://openalex.org/keywords/probabilistic-classification","display_name":"Probabilistic classification","score":0.5080771446228027},{"id":"https://openalex.org/keywords/markov-random-field","display_name":"Markov random field","score":0.5026383399963379},{"id":"https://openalex.org/keywords/random-field","display_name":"Random field","score":0.4647713303565979},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4646576941013336},{"id":"https://openalex.org/keywords/multiplicative-function","display_name":"Multiplicative function","score":0.46144312620162964},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.4538024067878723},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.4235225319862366},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.37112104892730713},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3363838791847229},{"id":"https://openalex.org/keywords/maximum-likelihood","display_name":"Maximum likelihood","score":0.14705362915992737},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.13645219802856445},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1353655457496643},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.08054500818252563}],"concepts":[{"id":"https://openalex.org/C9810830","wikidata":"https://www.wikidata.org/wiki/Q635384","display_name":"Maximum a posteriori estimation","level":3,"score":0.6581922769546509},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.628765881061554},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.5986117124557495},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5890343189239502},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5803604125976562},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5621161460876465},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.544918954372406},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5424867272377014},{"id":"https://openalex.org/C189119545","wikidata":"https://www.wikidata.org/wiki/Q5128022","display_name":"Probabilistic classification","level":4,"score":0.5080771446228027},{"id":"https://openalex.org/C2778045648","wikidata":"https://www.wikidata.org/wiki/Q176827","display_name":"Markov random field","level":4,"score":0.5026383399963379},{"id":"https://openalex.org/C130402806","wikidata":"https://www.wikidata.org/wiki/Q5361768","display_name":"Random field","level":2,"score":0.4647713303565979},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4646576941013336},{"id":"https://openalex.org/C42747912","wikidata":"https://www.wikidata.org/wiki/Q1048447","display_name":"Multiplicative function","level":2,"score":0.46144312620162964},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.4538024067878723},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.4235225319862366},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37112104892730713},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3363838791847229},{"id":"https://openalex.org/C49781872","wikidata":"https://www.wikidata.org/wiki/Q1045555","display_name":"Maximum likelihood","level":2,"score":0.14705362915992737},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.13645219802856445},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1353655457496643},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.08054500818252563},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/iccv.2007.4409155","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv.2007.4409155","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 IEEE 11th International Conference on Computer Vision","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:70682","is_oa":false,"landing_page_url":"http://discovery.ucl.ac.uk/70682/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In:  2007 IEEE 11TH INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS 1-6.  (pp. 2548 - 2555).  IEEE (2007)     ","raw_type":"Proceedings paper"},{"id":"pmh:oai:espace.library.uq.edu.au:UQ:246071","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402388","display_name":"Queensland's institutional digital repository (The University of Queensland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165143802","host_organization_name":"The University of Queensland","host_organization_lineage":["https://openalex.org/I165143802"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1535984234","https://openalex.org/W1973880112","https://openalex.org/W2015513598","https://openalex.org/W2038533573","https://openalex.org/W2067180665","https://openalex.org/W2081525003","https://openalex.org/W2092495060","https://openalex.org/W2099801199","https://openalex.org/W2105947467","https://openalex.org/W2115242586","https://openalex.org/W2119848633","https://openalex.org/W2130686832","https://openalex.org/W2133755666","https://openalex.org/W2150664451","https://openalex.org/W2158595748","https://openalex.org/W2161557710","https://openalex.org/W2161591846","https://openalex.org/W2162630772","https://openalex.org/W4230920194"],"related_works":["https://openalex.org/W2097090565","https://openalex.org/W2008444830","https://openalex.org/W2804375118","https://openalex.org/W2112506753","https://openalex.org/W1984218333","https://openalex.org/W2029809897","https://openalex.org/W2132110568","https://openalex.org/W2160831725","https://openalex.org/W1495937069","https://openalex.org/W1522441193"],"abstract_inverted_index":{"We":[0,23,44],"report":[1],"in":[2,35,52,61],"this":[3,28],"communication":[4],"a":[5,63,129,150],"new":[6,29],"formulation":[7],"for":[8,124,135],"the":[9,13,25,36,47,53,94,102],"cost":[10],"function":[11],"of":[12,27,38,87,96,143,161],"well-known":[14],"fuzzy":[15,31,144],"C-means":[16,32],"classification":[17],"technique":[18],"whereby":[19],"we":[20,92],"introduce":[21,68],"weights.":[22],"derive":[24],"equations":[26],"weighted":[30],"algorithm":[33],"(WFCM)":[34],"presence":[37],"additive":[39],"and":[40,74,145,148],"multiplicative":[41],"bias":[42],"field.":[43],"show":[45,118],"that":[46,119],"weights":[48],"can":[49,154],"be":[50,155],"designed":[51],"same":[54],"manner":[55],"as":[56,108,110],"prior":[57,69,85],"probabilities":[58,86],"commonly":[59],"used":[60],"maximum":[62],"posteriori":[64],"classifier":[65],"(MAP)":[66],"to":[67,77],"knowledge":[70],"(e.g.":[71,79],"using":[72,80,101],"atlas),":[73],"increase":[75],"robustness":[76],"noise":[78,137],"Markov":[81],"random":[82],"field).":[83],"Using":[84],"three":[88],"popular":[89],"MAP":[90],"algorithms,":[91],"compare":[93],"performances":[95,123],"our":[97],"proposed":[98],"WFCM":[99,120,139],"scheme":[100],"simulated":[103],"MRI":[104],"T1W":[105,112],"BrainWeb":[106],"datasets,":[107],"well":[109],"five":[111],"MR":[113],"patient":[114],"scans.":[115],"Our":[116],"results":[117],"achieves":[121],"superior":[122],"low":[125],"SNR":[126],"conditions,":[127],"whereas":[128],"Gaussian":[130],"mixture":[131],"model":[132],"is":[133],"desirable":[134],"high":[136],"levels.":[138],"allows":[140],"rigorous":[141],"comparison":[142],"probabilistic":[146],"classifiers,":[147],"offers":[149],"framework":[151],"where":[152],"improvements":[153],"shared":[156],"between":[157],"those":[158],"two":[159],"types":[160],"classifier.":[162]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}