{"id":"https://openalex.org/W2056721442","doi":"https://doi.org/10.1109/tmi.2013.2258403","title":"Temporally Consistent Probabilistic Detection of New Multiple Sclerosis Lesions in Brain MRI","display_name":"Temporally Consistent Probabilistic Detection of New Multiple Sclerosis Lesions in Brain MRI","publication_year":2013,"publication_date":"2013-04-16","ids":{"openalex":"https://openalex.org/W2056721442","doi":"https://doi.org/10.1109/tmi.2013.2258403","mag":"2056721442","pmid":"https://pubmed.ncbi.nlm.nih.gov/23613032"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2013.2258403","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2013.2258403","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Medical Imaging","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/A5023035078","display_name":"Colm Elliott","orcid":"https://orcid.org/0000-0002-3004-523X"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Colm Elliott","raw_affiliation_strings":["Centre for Intelligent Machines, McGill University, Montreal, QC, H3A 0E9 Canada. colm@cim.mcgill.ca","Centre for Intell. Machines, McGill Univ., Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Intelligent Machines, McGill University, Montreal, QC, H3A 0E9 Canada. colm@cim.mcgill.ca","institution_ids":["https://openalex.org/I5023651"]},{"raw_affiliation_string":"Centre for Intell. Machines, McGill Univ., Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065754098","display_name":"Douglas L. Arnold","orcid":"https://orcid.org/0000-0003-4266-0106"},"institutions":[{"id":"https://openalex.org/I4210133916","display_name":"NeuroRx Research (Canada)","ror":"https://ror.org/02r8axs93","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210133916"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Douglas L. Arnold","raw_affiliation_strings":["NeuroRx Research, Montreal, QUE, Canada","NeuroRx Res., Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NeuroRx Research, Montreal, QUE, Canada","institution_ids":["https://openalex.org/I4210133916"]},{"raw_affiliation_string":"NeuroRx Res., Montreal, QC, Canada","institution_ids":["https://openalex.org/I4210133916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061155266","display_name":"D. Louis Collins","orcid":"https://orcid.org/0000-0002-8432-7021"},"institutions":[{"id":"https://openalex.org/I1292859797","display_name":"Montreal Neurological Institute and Hospital","ror":"https://ror.org/05ghs6f64","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1292859797"]},{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"D. Louis Collins","raw_affiliation_strings":["Montreal Neurological Institute, McGill University, Montreal, QUE, Canada","[Montreal Neurological Institute, McGill University, Montreal, QC, Canada]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Montreal Neurological Institute, McGill University, Montreal, QUE, Canada","institution_ids":["https://openalex.org/I1292859797","https://openalex.org/I5023651"]},{"raw_affiliation_string":"[Montreal Neurological Institute, McGill University, Montreal, QC, Canada]","institution_ids":["https://openalex.org/I1292859797"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038749016","display_name":"Tal Arbel","orcid":"https://orcid.org/0000-0001-8870-3007"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tal Arbel","raw_affiliation_strings":["Centre for IntelligentMachines, McGill University, Montreal, QUE, Canada","Centre for Intell. Machines, McGill Univ., Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for IntelligentMachines, McGill University, Montreal, QUE, Canada","institution_ids":["https://openalex.org/I5023651"]},{"raw_affiliation_string":"Centre for Intell. Machines, McGill Univ., Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.0649,"has_fulltext":false,"cited_by_count":66,"citation_normalized_percentile":{"value":0.86767169,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"32","issue":"8","first_page":"1490","last_page":"1503"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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/T10885","display_name":"Gene expression and cancer classification","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9872999787330627,"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":0.9771999716758728,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6835682392120361},{"id":"https://openalex.org/keywords/voxel","display_name":"Voxel","score":0.6444438695907593},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6306202411651611},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6142116189002991},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6067804098129272},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.5422396063804626},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.5070021152496338},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.48903927206993103},{"id":"https://openalex.org/keywords/multiple-sclerosis","display_name":"Multiple sclerosis","score":0.48188620805740356},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.4623597264289856},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.43940669298171997},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.273568719625473},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.2631612718105316}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6835682392120361},{"id":"https://openalex.org/C54170458","wikidata":"https://www.wikidata.org/wiki/Q663554","display_name":"Voxel","level":2,"score":0.6444438695907593},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6306202411651611},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6142116189002991},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6067804098129272},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.5422396063804626},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.5070021152496338},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.48903927206993103},{"id":"https://openalex.org/C2780640218","wikidata":"https://www.wikidata.org/wiki/Q8277","display_name":"Multiple sclerosis","level":2,"score":0.48188620805740356},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.4623597264289856},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.43940669298171997},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.273568719625473},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.2631612718105316},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","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":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2013.2258403","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2013.2258403","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Medical Imaging","raw_type":"journal-article"},{"id":"pmid:23613032","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23613032","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 medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1491020331","https://openalex.org/W1569698437","https://openalex.org/W1878054599","https://openalex.org/W1888496801","https://openalex.org/W1963801017","https://openalex.org/W1966852157","https://openalex.org/W1973457617","https://openalex.org/W1987982946","https://openalex.org/W1999251309","https://openalex.org/W2005623950","https://openalex.org/W2020745232","https://openalex.org/W2028094999","https://openalex.org/W2047440597","https://openalex.org/W2067663958","https://openalex.org/W2071881327","https://openalex.org/W2080069478","https://openalex.org/W2080901431","https://openalex.org/W2085829822","https://openalex.org/W2102290518","https://openalex.org/W2116444896","https://openalex.org/W2118571174","https://openalex.org/W2119923199","https://openalex.org/W2125656488","https://openalex.org/W2128051097","https://openalex.org/W2135519648","https://openalex.org/W2136148445","https://openalex.org/W2140749404","https://openalex.org/W2149006054","https://openalex.org/W2154158661","https://openalex.org/W2157848968","https://openalex.org/W2161913873","https://openalex.org/W2165754285","https://openalex.org/W2166636660","https://openalex.org/W2167027798","https://openalex.org/W2168399612","https://openalex.org/W2911964244","https://openalex.org/W3157729252","https://openalex.org/W4241573962","https://openalex.org/W6639512264"],"related_works":["https://openalex.org/W4385842477","https://openalex.org/W3027020613","https://openalex.org/W2016533837","https://openalex.org/W3167885074","https://openalex.org/W2892386716","https://openalex.org/W4386259002","https://openalex.org/W4306164210","https://openalex.org/W1998563493","https://openalex.org/W4313316311","https://openalex.org/W2770864300"],"abstract_inverted_index":{"Detection":[0],"of":[1,17,71,87,114,138,150,189,192],"new":[2,88,139,154],"Multiple":[3],"Sclerosis":[4],"(MS)":[5],"lesions":[6,140,155],"on":[7,95,110,147],"magnetic":[8],"resonance":[9],"imaging":[10],"(MRI)":[11],"is":[12,108,124],"important":[13],"as":[14,21,174],"a":[15,22,39,54,59,63,78,84,102,118,148],"marker":[16],"disease":[18],"activity":[19],"and":[20,73,76,123,133],"potential":[23],"surrogate":[24],"for":[25],"relapses.":[26],"We":[27],"propose":[28],"an":[29],"approach":[30],"where":[31],"sequential":[32,111],"scans":[33,97],"are":[34,92],"jointly":[35],"segmented,":[36],"to":[37,47,126,176,185],"provide":[38],"temporally":[40],"consistent":[41],"tissue":[42,66],"segmentation":[43],"while":[44],"remaining":[45],"sensitive":[46],"newly":[48],"appearing":[49],"lesions.":[50,89],"The":[51,106,179],"method":[52,107,181],"uses":[53],"two-stage":[55],"classification":[56,67,82],"process:":[57],"1)":[58,127],"Bayesian":[60],"classifier":[61,163],"provides":[62,83],"probabilistic":[64],"brain":[65,112],"at":[68],"each":[69],"voxel":[70],"reference":[72],"follow-up":[74],"scans,":[75],"2)":[77,134],"random-forest":[79],"based":[80,94],"lesion-level":[81],"final":[85],"identification":[86,137],"Generative":[90],"models":[91],"learned":[93],"364":[96],"from":[98,101,117],"95":[99],"subjects":[100,116],"multi-center":[103,120],"clinical":[104,121],"trial.":[105],"evaluated":[109],"MRI":[113],"160":[115],"separate":[119],"trial,":[122],"compared":[125,175],"semi-automatically":[128],"generated":[129,141],"ground":[130,177],"truth":[131],"segmentations":[132],"fully":[135],"manual":[136,196],"independently":[142],"by":[143],"nine":[144,194],"expert":[145,195],"raters":[146],"subset":[149],"60":[151],"subjects.":[152],"For":[153],"greater":[156],"than":[157],"0.15":[158],"cc":[159],"in":[160],"size,":[161],"the":[162,187,193],"has":[164],"near":[165],"perfect":[166],"performance":[167,188],"(99%":[168],"sensitivity,":[169],"2%":[170],"false":[171],"detection":[172],"rate),":[173],"truth.":[178],"proposed":[180],"was":[182],"also":[183],"shown":[184],"exceed":[186],"any":[190],"one":[191],"identifications.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":1}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
