{"id":"https://openalex.org/W2131403437","doi":"https://doi.org/10.1109/isbi.2009.5193038","title":"Prostate cancer segmentation with multispectral MRI using cost-sensitive Conditional Random Fields","display_name":"Prostate cancer segmentation with multispectral MRI using cost-sensitive Conditional Random Fields","publication_year":2009,"publication_date":"2009-06-01","ids":{"openalex":"https://openalex.org/W2131403437","doi":"https://doi.org/10.1109/isbi.2009.5193038","mag":"2131403437"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2009.5193038","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2009.5193038","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","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/A5038884712","display_name":"Yusuf Artan","orcid":null},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Y. Artan","raw_affiliation_strings":["Medical Imaging Research Center, Illinois Institute of Technology, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Research Center, Illinois Institute of Technology, IL, USA","institution_ids":["https://openalex.org/I180949307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110474941","display_name":"Deanna L. Langer","orcid":null},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"D.L. Langer","raw_affiliation_strings":["Department of Medical Imaging, Princess Margaret Hospital, Ontario, Canada","Institute of Medical Science, University of Toronto, Ontario, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Imaging, Princess Margaret Hospital, Ontario, Canada","institution_ids":["https://openalex.org/I2802654988"]},{"raw_affiliation_string":"Institute of Medical Science, University of Toronto, Ontario, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109798297","display_name":"M. Haider","orcid":"https://orcid.org/0009-0004-4569-1500"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"M.A. Haider","raw_affiliation_strings":["Department of Medical Imaging, Princess Margaret Hospital, Ontario, Canada","Institute of Medical Science, University of Toronto, Ontario, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Imaging, Princess Margaret Hospital, Ontario, Canada","institution_ids":["https://openalex.org/I2802654988"]},{"raw_affiliation_string":"Institute of Medical Science, University of Toronto, Ontario, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057500759","display_name":"Theodorus van der Kwast","orcid":"https://orcid.org/0000-0001-8640-5786"},"institutions":[{"id":"https://openalex.org/I2801845744","display_name":"Toronto General Hospital","ror":"https://ror.org/026pg9j08","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2801845744"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"T.H. van der Kwast","raw_affiliation_strings":["Department of Pathology and Laboratory Medicine, Toronto General Hospital, Ontario, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology and Laboratory Medicine, Toronto General Hospital, Ontario, Canada","institution_ids":["https://openalex.org/I2801845744"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086305036","display_name":"A. Evans","orcid":null},"institutions":[{"id":"https://openalex.org/I2801845744","display_name":"Toronto General Hospital","ror":"https://ror.org/026pg9j08","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2801845744"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"A.J. Evans","raw_affiliation_strings":["Department of Pathology and Laboratory Medicine, Toronto General Hospital, Ontario, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology and Laboratory Medicine, Toronto General Hospital, Ontario, Canada","institution_ids":["https://openalex.org/I2801845744"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043182454","display_name":"Miles N. Wernick","orcid":null},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M.N. Wernick","raw_affiliation_strings":["Medical Imaging Research Center, Illinois Institute of Technology, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Research Center, Illinois Institute of Technology, IL, USA","institution_ids":["https://openalex.org/I180949307"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051537993","display_name":"\u0130mam \u015eamil Yetik","orcid":"https://orcid.org/0000-0002-7330-4692"},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"I.S. Yetik","raw_affiliation_strings":["Medical Imaging Research Center, Illinois Institute of Technology, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Research Center, Illinois Institute of Technology, IL, USA","institution_ids":["https://openalex.org/I180949307"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1381,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.84514532,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"278","last_page":"281"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9868999719619751,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9854999780654907,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.9232350587844849},{"id":"https://openalex.org/keywords/prostate-cancer","display_name":"Prostate cancer","score":0.7965375185012817},{"id":"https://openalex.org/keywords/conditional-random-field","display_name":"Conditional random field","score":0.7787710428237915},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.6568872332572937},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5747290849685669},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5323700308799744},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4699844419956207},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4623599648475647},{"id":"https://openalex.org/keywords/prostate","display_name":"Prostate","score":0.44118672609329224},{"id":"https://openalex.org/keywords/ultrasound","display_name":"Ultrasound","score":0.43555590510368347},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.41556692123413086},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3792230188846588},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3488661050796509},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.34810173511505127},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.059886783361434937}],"concepts":[{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.9232350587844849},{"id":"https://openalex.org/C2780192828","wikidata":"https://www.wikidata.org/wiki/Q181257","display_name":"Prostate cancer","level":3,"score":0.7965375185012817},{"id":"https://openalex.org/C152565575","wikidata":"https://www.wikidata.org/wiki/Q1124538","display_name":"Conditional random field","level":2,"score":0.7787710428237915},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.6568872332572937},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5747290849685669},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5323700308799744},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4699844419956207},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4623599648475647},{"id":"https://openalex.org/C2776235491","wikidata":"https://www.wikidata.org/wiki/Q9625","display_name":"Prostate","level":3,"score":0.44118672609329224},{"id":"https://openalex.org/C143753070","wikidata":"https://www.wikidata.org/wiki/Q162564","display_name":"Ultrasound","level":2,"score":0.43555590510368347},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.41556692123413086},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3792230188846588},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3488661050796509},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.34810173511505127},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.059886783361434937}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi.2009.5193038","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2009.5193038","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8399999737739563,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1983709701","https://openalex.org/W2035720976","https://openalex.org/W2046168168","https://openalex.org/W2120005456","https://openalex.org/W2124189704","https://openalex.org/W2133094593","https://openalex.org/W2136943418","https://openalex.org/W2148603752","https://openalex.org/W2161920802","https://openalex.org/W2166657083","https://openalex.org/W2171491412","https://openalex.org/W4254721730","https://openalex.org/W6678457944","https://openalex.org/W6684904757"],"related_works":["https://openalex.org/W4318664220","https://openalex.org/W2771047279","https://openalex.org/W4388409104","https://openalex.org/W2124951708","https://openalex.org/W1544811710","https://openalex.org/W2356597680","https://openalex.org/W172072032","https://openalex.org/W2006066416","https://openalex.org/W4301042974","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Prostate":[0],"cancer":[1,7,27,85,98,150],"is":[2,16],"a":[3,76],"leading":[4],"cause":[5],"of":[6,83,128,148,160],"death":[8],"for":[9,24,80,96],"men":[10],"in":[11,125],"the":[12,81,146,158],"United":[13],"States.":[14],"There":[15],"currently":[17],"no":[18],"widely":[19],"adopted":[20],"accurate":[21],"noninvasive":[22,78],"method":[23,79,123],"localizing":[25],"prostate":[26,84,97,149],"using":[28,104],"imaging.":[29],"If":[30],"such":[31],"as":[32,75],"technique":[33],"were":[34],"available":[35],"it":[36],"could":[37],"be":[38],"used":[39],"to":[40,53,55,61,87,109,131,144,173],"guide":[41],"biopsy,":[42],"radiotheraphy":[43],"and":[44,64,119,170,177],"surgery.":[45],"However,":[46],"current":[47],"imaging":[48,71],"techniques":[49],"are":[50],"limited":[51],"due":[52],"inability":[54],"detect":[56],"cancers,":[57],"intensity":[58],"changes":[59],"related":[60],"non-malignant":[62],"pathologies":[63],"interobserver":[65],"variability.":[66],"Recently,":[67],"multispectral":[68,105,140,153],"magnetic":[69],"resonance":[70],"(MRI)":[72],"has":[73],"emerged":[74],"promising":[77],"localization":[82,99,129],"alternative":[86],"transrectal":[88],"ultrasound":[89],"(TRUS).":[90],"This":[91],"paper":[92],"develops":[93],"automated":[94],"methods":[95],"with":[100,115],"conditional":[101],"random":[102],"fields":[103],"MRI.":[106],"We":[107],"propose":[108],"combine":[110],"cost-sensitive":[111],"Support":[112],"Vector":[113],"Machines":[114],"Conditional":[116,178],"Random":[117,179],"Fields":[118],"show":[120,138],"that":[121,139],"this":[122],"results":[124,136],"higher":[126],"accuracy":[127,147],"compared":[130],"other":[132],"common":[133],"methods.":[134],"Our":[135],"also":[137],"modality":[141],"images":[142],"helps":[143],"increase":[145],"localization.":[151],"Using":[152],"MR":[154],"images,":[155],"we":[156],"demonstrate":[157],"effectiveness":[159],"each":[161],"algorithm":[162],"by":[163],"testing":[164],"them":[165,172],"on":[166],"real":[167],"data":[168],"sets":[169],"compare":[171],"recently":[174],"proposed":[175],"SVMstruct":[176],"Fields.":[180]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}