{"id":"https://openalex.org/W2110411550","doi":"https://doi.org/10.1109/tip.2010.2048612","title":"Prostate Cancer Localization With Multispectral MRI Using Cost-Sensitive Support Vector Machines and Conditional Random Fields","display_name":"Prostate Cancer Localization With Multispectral MRI Using Cost-Sensitive Support Vector Machines and Conditional Random Fields","publication_year":2010,"publication_date":"2010-08-19","ids":{"openalex":"https://openalex.org/W2110411550","doi":"https://doi.org/10.1109/tip.2010.2048612","mag":"2110411550","pmid":"https://pubmed.ncbi.nlm.nih.gov/20716496"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2010.2048612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2010.2048612","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Image Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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":"Yusuf Artan","raw_affiliation_strings":["Medical Imaging Research Center, Illinois Institute of Technology, Chicago, IL 60616, USA","Med. imaging Res. Center, Illinois Inst. of Technol., Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Research Center, Illinois Institute of Technology, Chicago, IL 60616, USA","institution_ids":["https://openalex.org/I180949307"]},{"raw_affiliation_string":"Med. imaging Res. Center, Illinois Inst. of Technol., Chicago, IL, USA","institution_ids":["https://openalex.org/I180949307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109392994","display_name":"Masoom A. Haider","orcid":"https://orcid.org/0000-0002-7165-8315"},"institutions":[{"id":"https://openalex.org/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]},{"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"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Masoom A Haider","raw_affiliation_strings":["Department of Medical Imaging, University Health Network, Toronto, ON, Canada","Institute of Medical Science, University of Toronto, Toronto, ON, Canada","Dept. of Med. Imaging, Univ. Health Network, Toronto, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Imaging, University Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Institute of Medical Science, University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Dept. of Med. Imaging, Univ. Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I1325899441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110474941","display_name":"Deanna L. Langer","orcid":null},"institutions":[{"id":"https://openalex.org/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]},{"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/I2799838188","display_name":"Toronto Rehabilitation Institute","ror":"https://ror.org/00mxe0976","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2799838188"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Deanna L Langer","raw_affiliation_strings":["Dept. of Med. Img., Uni. Health Network, Toronto, Ontario, Canada","Institute of Med. Science, University of Toronto, Toronto, Ontario, Canada","Dept. of Med. Imaging, Univ. Health Network, Toronto, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Med. Img., Uni. Health Network, Toronto, Ontario, Canada","institution_ids":["https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Institute of Med. Science, University of Toronto, Toronto, Ontario, Canada","institution_ids":["https://openalex.org/I2799838188","https://openalex.org/I185261750"]},{"raw_affiliation_string":"Dept. of Med. Imaging, Univ. Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I1325899441"]}]},{"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/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]},{"id":"https://openalex.org/I4210125326","display_name":"Public Health Ontario","ror":"https://ror.org/025z8ah66","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I4210125326"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Theodorus H van der Kwast","raw_affiliation_strings":["Department of Pathology, University Health Network, Toronto, ON","Dept. of Pathology, Laboratory Medicine, Ontario, Canada","Dept. of Pathology & Lab. Med., Univ. Health Network, Toronto, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, University Health Network, Toronto, ON","institution_ids":["https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Dept. of Pathology, Laboratory Medicine, Ontario, Canada","institution_ids":["https://openalex.org/I4210125326"]},{"raw_affiliation_string":"Dept. of Pathology & Lab. Med., Univ. Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I1325899441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036500538","display_name":"Andrew Evans","orcid":"https://orcid.org/0000-0002-3524-1571"},"institutions":[{"id":"https://openalex.org/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]},{"id":"https://openalex.org/I4210125326","display_name":"Public Health Ontario","ror":"https://ror.org/025z8ah66","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I4210125326"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Andrew J Evans","raw_affiliation_strings":["Department of Pathology and Laboratory Medicine, Toronto General Hospital, University Health Network, Toronto, ONT, Canada","Dept. of Pathology, Laboratory Medicine, Ontario, Canada","Dept. of Pathology & Lab. Med., Univ. Health Network, Toronto, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology and Laboratory Medicine, Toronto General Hospital, University Health Network, Toronto, ONT, Canada","institution_ids":["https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Dept. of Pathology, Laboratory Medicine, Ontario, Canada","institution_ids":["https://openalex.org/I4210125326"]},{"raw_affiliation_string":"Dept. of Pathology & Lab. Med., Univ. Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I1325899441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111899523","display_name":"Yongyi Yang","orcid":"https://orcid.org/0009-0005-5551-9875"},"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":"Yongyi Yang","raw_affiliation_strings":["Medical Imaging Research Center, Illinois Institute of Technology, Chicago, IL, USA","Med. imaging Res. Center, Illinois Inst. of Technol., Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Research Center, Illinois Institute of Technology, Chicago, IL, USA","institution_ids":["https://openalex.org/I180949307"]},{"raw_affiliation_string":"Med. imaging Res. Center, Illinois Inst. of Technol., Chicago, IL, USA","institution_ids":["https://openalex.org/I180949307"]}]},{"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":"Miles N Wernick","raw_affiliation_strings":["Medical Imaging Research Center, Illinois Institute of Technology, Chicago, IL, USA","Med. imaging Res. Center, Illinois Inst. of Technol., Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Research Center, Illinois Institute of Technology, Chicago, IL, USA","institution_ids":["https://openalex.org/I180949307"]},{"raw_affiliation_string":"Med. imaging Res. Center, Illinois Inst. of Technol., Chicago, IL, USA","institution_ids":["https://openalex.org/I180949307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047117846","display_name":"John Trachtenberg","orcid":"https://orcid.org/0000-0001-8634-0396"},"institutions":[{"id":"https://openalex.org/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]},{"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"]},{"id":"https://openalex.org/I4210140405","display_name":"Society of Surgical Oncology","ror":"https://ror.org/03277sm65","country_code":"US","type":"other","lineage":["https://openalex.org/I4210140405"]}],"countries":["CA","US"],"is_corresponding":false,"raw_author_name":"John Trachtenberg","raw_affiliation_strings":["Department of Surgical Oncology, Princess Margaret Hospital, University Health Network, University of Toronto, Toronto, ONT, Canada","Dept. of Med. Img., Uni. Health Network, Toronto, Ontario, Canada","Dept. of Surgical Oncology, Uni. of Toronto, Ontario, Canada","Dept. of Med. Imaging, Univ. Health Network, Toronto, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgical Oncology, Princess Margaret Hospital, University Health Network, University of Toronto, Toronto, ONT, Canada","institution_ids":["https://openalex.org/I2802654988","https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Dept. of Med. Img., Uni. Health Network, Toronto, Ontario, Canada","institution_ids":["https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Dept. of Surgical Oncology, Uni. of Toronto, Ontario, Canada","institution_ids":["https://openalex.org/I4210140405"]},{"raw_affiliation_string":"Dept. of Med. Imaging, Univ. Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I1325899441"]}]},{"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":"Imam Samil Yetik","raw_affiliation_strings":["Medical Imaging Research Center, Illinois Institute of Technology, Chicago, IL, USA","Med. imaging Res. Center, Illinois Inst. of Technol., Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Imaging Research Center, Illinois Institute of Technology, Chicago, IL, USA","institution_ids":["https://openalex.org/I180949307"]},{"raw_affiliation_string":"Med. imaging Res. Center, Illinois Inst. of Technol., Chicago, IL, USA","institution_ids":["https://openalex.org/I180949307"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":13.052,"has_fulltext":false,"cited_by_count":137,"citation_normalized_percentile":{"value":0.98741697,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":"19","issue":"9","first_page":"2444","last_page":"2455"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9952999949455261,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9952999949455261,"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"}},{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.989799976348877,"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/multispectral-image","display_name":"Multispectral image","score":0.9028416872024536},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.717094898223877},{"id":"https://openalex.org/keywords/prostate-cancer","display_name":"Prostate cancer","score":0.7123187780380249},{"id":"https://openalex.org/keywords/conditional-random-field","display_name":"Conditional random field","score":0.6718621253967285},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.6351751089096069},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.566983699798584},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5564572215080261},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.44966331124305725},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.441747784614563},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.40971869230270386},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3879706561565399},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3173339366912842},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.31599998474121094},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.06505089998245239}],"concepts":[{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.9028416872024536},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.717094898223877},{"id":"https://openalex.org/C2780192828","wikidata":"https://www.wikidata.org/wiki/Q181257","display_name":"Prostate cancer","level":3,"score":0.7123187780380249},{"id":"https://openalex.org/C152565575","wikidata":"https://www.wikidata.org/wiki/Q1124538","display_name":"Conditional random field","level":2,"score":0.6718621253967285},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.6351751089096069},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.566983699798584},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5564572215080261},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.44966331124305725},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.441747784614563},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.40971869230270386},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3879706561565399},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3173339366912842},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.31599998474121094},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.06505089998245239}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2010.2048612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2010.2048612","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Image Processing","raw_type":"journal-article"},{"id":"pmid:20716496","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/20716496","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7799999713897705,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W160170465","https://openalex.org/W1533179050","https://openalex.org/W1554544485","https://openalex.org/W1618905105","https://openalex.org/W1963622760","https://openalex.org/W1973756582","https://openalex.org/W1983709701","https://openalex.org/W1992701865","https://openalex.org/W2004124389","https://openalex.org/W2012634455","https://openalex.org/W2020999234","https://openalex.org/W2036913456","https://openalex.org/W2041099987","https://openalex.org/W2046168168","https://openalex.org/W2052070249","https://openalex.org/W2056983531","https://openalex.org/W2069401973","https://openalex.org/W2072626310","https://openalex.org/W2100488793","https://openalex.org/W2105644991","https://openalex.org/W2108584285","https://openalex.org/W2109189215","https://openalex.org/W2110562878","https://openalex.org/W2116628223","https://openalex.org/W2117915653","https://openalex.org/W2124189704","https://openalex.org/W2131403437","https://openalex.org/W2133094593","https://openalex.org/W2133458583","https://openalex.org/W2133759910","https://openalex.org/W2135349906","https://openalex.org/W2136943418","https://openalex.org/W2137401344","https://openalex.org/W2146512659","https://openalex.org/W2147880316","https://openalex.org/W2148603752","https://openalex.org/W2150615249","https://openalex.org/W2161815277","https://openalex.org/W2161920802","https://openalex.org/W2163634187","https://openalex.org/W2165784799","https://openalex.org/W2166657083","https://openalex.org/W2171491412","https://openalex.org/W2495936238","https://openalex.org/W3016236341","https://openalex.org/W4231181908","https://openalex.org/W4245806362","https://openalex.org/W4302309918","https://openalex.org/W6675760969","https://openalex.org/W6676679319","https://openalex.org/W6678457944"],"related_works":["https://openalex.org/W4318664220","https://openalex.org/W2771047279","https://openalex.org/W4388409104","https://openalex.org/W1544811710","https://openalex.org/W2124951708","https://openalex.org/W2356597680","https://openalex.org/W172072032","https://openalex.org/W3151400124","https://openalex.org/W4301042974","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Prostate":[0],"cancer":[1,7,44,77,240,255],"is":[2,23,94,136,148],"a":[3,89,116,137,194,205],"leading":[4],"cause":[5],"of":[6,39,92,109,124,158,253],"death":[8],"for":[9,19,34,97,121,143,151],"men":[10],"in":[11,27,87,184],"the":[12,16,35,40,107,122,155,228,251,275,281],"United":[13],"States.":[14],"Fortunately,":[15],"survival":[17],"rate":[18],"early":[20],"diagnosed":[21],"patients":[22],"relatively":[24],"high.":[25],"Therefore,":[26],"vivo":[28],"imaging":[29,48,67,119],"plays":[30],"an":[31,71,102,168],"important":[32],"role":[33],"detection":[36],"and":[37,56,140,146,178,208,227,263],"treatment":[38],"disease.":[41],"Accurate":[42],"prostate":[43,76,125,254],"localization":[45,78,123,170,186,256],"with":[46,70,132,204],"noninvasive":[47,118],"can":[49,279],"be":[50],"used":[51],"to":[52,61,82,153,249,259,286],"guide":[53],"biopsy,":[54],"radiotherapy,":[55],"surgery":[57],"as":[58,60,115,269,272,274],"well":[59,273],"monitor":[62],"disease":[63],"progression.":[64],"Magnetic":[65],"resonance":[66],"(MRI)":[68],"performed":[69],"endorectal":[72],"coil":[73],"provides":[74],"higher":[75],"accuracy,":[79],"when":[80,257,284],"compared":[81,258,285],"transrectal":[83],"ultrasound":[84],"(TRUS).":[85],"However,":[86],"general,":[88],"single":[90,260],"type":[91],"MRI":[93,234,247],"not":[95],"sufficient":[96],"reliable":[98],"tumor":[99],"localization.":[100],"As":[101],"alternative,":[103],"multispectral":[104,159,233,246],"MRI,":[105],"i.e.,":[106],"use":[108],"multiple":[110],"MRI-derived":[111],"datasets,":[112],"has":[113],"emerged":[114],"promising":[117],"technique":[120],"cancer;":[126],"however":[127],"almost":[128],"all":[129],"studies":[130],"are":[131],"human":[133,144],"readers.":[134],"There":[135],"significant":[138],"inter":[139],"intraobserver":[141],"variability":[142],"readers,":[145],"it":[147],"substantially":[149],"difficult":[150],"humans":[152],"analyze":[154],"large":[156],"dataset":[157],"MRI.":[160],"To":[161],"solve":[162],"these":[163],"problems,":[164],"this":[165,181],"study":[166],"presents":[167],"automated":[169],"method":[171,182,197,212],"using":[172,265],"cost-sensitive":[173,206,215,225,230,270,277],"support":[174],"vector":[175],"machines":[176],"(SVMs)":[177],"shows":[179],"that":[180,210,245,264],"results":[183,217,243],"improved":[185],"accuracy":[187,252],"than":[188],"classical":[189],"SVM.":[190,287],"Additionally,":[191],"we":[192],"develop":[193],"new":[195],"segmentation":[196],"by":[198,218],"combining":[199],"conditional":[200],"random":[201],"fields":[202],"(CRF)":[203],"framework":[207],"show":[209,244],"our":[211],"further":[213],"improves":[214],"SVM":[216,271],"incorporating":[219],"spatial":[220],"information.":[221],"We":[222],"test":[223],"SVM,":[224,226],"proposed":[229,276],"CRF":[231,278],"on":[232],"datasets":[235],"acquired":[236],"from":[237],"21":[238],"biopsy-confirmed":[239],"patients.":[241],"Our":[242],"helps":[248],"increase":[250],"MR":[261],"images;":[262],"advanced":[266],"methods":[267],"such":[268],"boost":[280],"performance":[282],"significantly":[283]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":9},{"year":2016,"cited_by_count":8},{"year":2015,"cited_by_count":11},{"year":2014,"cited_by_count":17},{"year":2013,"cited_by_count":7},{"year":2012,"cited_by_count":11}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
