{"id":"https://openalex.org/W2179218696","doi":"https://doi.org/10.1109/tmi.2015.2442236","title":"Automatic SWI Venography Segmentation Using Conditional Random Fields","display_name":"Automatic SWI Venography Segmentation Using Conditional Random Fields","publication_year":2015,"publication_date":"2015-06-05","ids":{"openalex":"https://openalex.org/W2179218696","doi":"https://doi.org/10.1109/tmi.2015.2442236","mag":"2179218696","pmid":"https://pubmed.ncbi.nlm.nih.gov/26057611"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2015.2442236","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tmi.2015.2442236","pdf_url":"https://ieeexplore.ieee.org/ielx7/42/7337518/07118748.pdf","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":true,"oa_status":"bronze","oa_url":"https://ieeexplore.ieee.org/ielx7/42/7337518/07118748.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009988023","display_name":"Silvain B\u00e9riault","orcid":null},"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":"Silvain Beriault","raw_affiliation_strings":["McGill University, Montreal Neurological Institute, Montreal, QC"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGill University, Montreal Neurological Institute, Montreal, QC","institution_ids":["https://openalex.org/I1292859797","https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046871364","display_name":"Yiming Xiao","orcid":"https://orcid.org/0000-0002-0962-3525"},"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":"Yiming Xiao","raw_affiliation_strings":["McGill University, Montreal Neurological Institute, Montreal, QC"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGill University, Montreal Neurological Institute, Montreal, QC","institution_ids":["https://openalex.org/I1292859797","https://openalex.org/I5023651"]}]},{"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":["McGill University, Montreal Neurological Institute, Montreal, QC"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGill University, Montreal Neurological Institute, Montreal, QC","institution_ids":["https://openalex.org/I1292859797","https://openalex.org/I5023651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076737365","display_name":"G. Bruce Pike","orcid":"https://orcid.org/0000-0001-8924-683X"},"institutions":[{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"G. Bruce Pike","raw_affiliation_strings":["University of Calgary, Hotchkiss Brain Institute, Calgary, AB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Calgary, Hotchkiss Brain Institute, Calgary, AB","institution_ids":["https://openalex.org/I168635309"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4971,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.88721586,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"34","issue":"12","first_page":"2478","last_page":"2491"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9980000257492065,"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"}},"topics":[{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9980000257492065,"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/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.996399998664856,"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/T11929","display_name":"Cerebral Venous Sinus Thrombosis","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/susceptibility-weighted-imaging","display_name":"Susceptibility weighted imaging","score":0.7986719608306885},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7052320241928101},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6010013818740845},{"id":"https://openalex.org/keywords/conditional-random-field","display_name":"Conditional random field","score":0.5139076709747314},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4980318546295166},{"id":"https://openalex.org/keywords/voxel","display_name":"Voxel","score":0.4857326149940491},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4725479781627655},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4720657169818878},{"id":"https://openalex.org/keywords/kappa","display_name":"Kappa","score":0.452066034078598},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4487798810005188},{"id":"https://openalex.org/keywords/magnetic-resonance-angiography","display_name":"Magnetic resonance angiography","score":0.4385419189929962},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3525417447090149},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3497418165206909},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.2975108027458191},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2195190191268921}],"concepts":[{"id":"https://openalex.org/C16246696","wikidata":"https://www.wikidata.org/wiki/Q15282184","display_name":"Susceptibility weighted imaging","level":3,"score":0.7986719608306885},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7052320241928101},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6010013818740845},{"id":"https://openalex.org/C152565575","wikidata":"https://www.wikidata.org/wiki/Q1124538","display_name":"Conditional random field","level":2,"score":0.5139076709747314},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4980318546295166},{"id":"https://openalex.org/C54170458","wikidata":"https://www.wikidata.org/wiki/Q663554","display_name":"Voxel","level":2,"score":0.4857326149940491},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4725479781627655},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4720657169818878},{"id":"https://openalex.org/C2778724333","wikidata":"https://www.wikidata.org/wiki/Q14401","display_name":"Kappa","level":2,"score":0.452066034078598},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4487798810005188},{"id":"https://openalex.org/C2778212899","wikidata":"https://www.wikidata.org/wiki/Q907325","display_name":"Magnetic resonance angiography","level":3,"score":0.4385419189929962},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3525417447090149},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3497418165206909},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.2975108027458191},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2195190191268921},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002550","descriptor_name":"Cerebral Veins","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":false},{"descriptor_ui":"D002550","descriptor_name":"Cerebral Veins","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":false},{"descriptor_ui":"D002550","descriptor_name":"Cerebral Veins","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":false},{"descriptor_ui":"D002560","descriptor_name":"Cerebrovascular Circulation","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D002560","descriptor_name":"Cerebrovascular Circulation","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D002560","descriptor_name":"Cerebrovascular Circulation","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, 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":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010690","descriptor_name":"Phlebography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010690","descriptor_name":"Phlebography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010690","descriptor_name":"Phlebography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046690","descriptor_name":"Deep Brain Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046690","descriptor_name":"Deep Brain Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046690","descriptor_name":"Deep Brain Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2015.2442236","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tmi.2015.2442236","pdf_url":"https://ieeexplore.ieee.org/ielx7/42/7337518/07118748.pdf","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:26057611","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26057611","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":{"id":"doi:10.1109/tmi.2015.2442236","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tmi.2015.2442236","pdf_url":"https://ieeexplore.ieee.org/ielx7/42/7337518/07118748.pdf","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"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7842085055","display_name":null,"funder_award_id":"RGPIN-170426","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2179218696.pdf","grobid_xml":"https://content.openalex.org/works/W2179218696.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W95146287","https://openalex.org/W1421085488","https://openalex.org/W1480380503","https://openalex.org/W1515068837","https://openalex.org/W1554544485","https://openalex.org/W1555173571","https://openalex.org/W1567226471","https://openalex.org/W1593077517","https://openalex.org/W1603121785","https://openalex.org/W1607405199","https://openalex.org/W1896104810","https://openalex.org/W1974954013","https://openalex.org/W1986916218","https://openalex.org/W1987869189","https://openalex.org/W1991113069","https://openalex.org/W1993839734","https://openalex.org/W1994746592","https://openalex.org/W2005476680","https://openalex.org/W2006594119","https://openalex.org/W2020745232","https://openalex.org/W2046247104","https://openalex.org/W2049633694","https://openalex.org/W2060363194","https://openalex.org/W2096320880","https://openalex.org/W2098158945","https://openalex.org/W2099275521","https://openalex.org/W2104355613","https://openalex.org/W2105230619","https://openalex.org/W2107108242","https://openalex.org/W2110436599","https://openalex.org/W2113137767","https://openalex.org/W2117661433","https://openalex.org/W2125101937","https://openalex.org/W2127890285","https://openalex.org/W2128089874","https://openalex.org/W2129534965","https://openalex.org/W2131104747","https://openalex.org/W2134495751","https://openalex.org/W2136148445","https://openalex.org/W2142592339","https://openalex.org/W2143516773","https://openalex.org/W2146336531","https://openalex.org/W2154158661","https://openalex.org/W2156098294","https://openalex.org/W2157848968","https://openalex.org/W2161213346","https://openalex.org/W2168005337","https://openalex.org/W2916380399","https://openalex.org/W2985707587","https://openalex.org/W4205636746","https://openalex.org/W4213262319"],"related_works":["https://openalex.org/W2512299915","https://openalex.org/W2356597680","https://openalex.org/W2114846443","https://openalex.org/W2368330664","https://openalex.org/W3102147106","https://openalex.org/W2093471820","https://openalex.org/W2347460059","https://openalex.org/W50079190","https://openalex.org/W2111726165","https://openalex.org/W3027020613"],"abstract_inverted_index":{"Susceptibility-weighted":[0],"imaging":[1],"(SWI)":[2],"venography":[3],"can":[4],"produce":[5],"detailed":[6],"venous":[7,34,175],"contrast":[8],"and":[9,50,70,85,101,111,136,141,148,156,163,186,189],"complement":[10],"arterial":[11],"dominated":[12],"MR":[13],"angiography":[14],"(MRA)":[15],"techniques.":[16],"However,":[17],"these":[18],"dense":[19],"reversed-contrast":[20],"SWI":[21,38,115,174],"venograms":[22,116],"pose":[23],"new":[24],"segmentation":[25,36,138,172],"challenges.":[26],"We":[27],"present":[28],"an":[29,63,81],"automatic":[30],"method":[31],"for":[32,94,182],"whole-brain":[33],"blood":[35],"in":[37,139,153,180],"using":[39,80,113],"Conditional":[40],"Random":[41],"Fields":[42],"(CRF).":[43],"The":[44,106],"CRF":[45,107,168],"model":[46,108,169],"combines":[47],"different":[48],"first":[49],"second":[51],"order":[52],"potentials.":[53],"First-order":[54],"association":[55],"potentials":[56,77],"are":[57,78],"modeled":[58,79],"as":[59,150,152],"the":[60,98,103],"composite":[61],"of":[62,121,173],"appearance":[64],"potential,":[65],"a":[66,71,86,119],"Hessian-based":[67],"shape":[68],"potential":[69,84],"non-linear":[72],"location":[73],"potential.":[74,89],"Second-order":[75],"interaction":[76],"auto-logistic":[82],"(smoothing)":[83],"data-dependent":[87],"(edge)":[88],"Minimal":[90],"post-processing":[91],"is":[92,109],"used":[93],"excluding":[95],"voxels":[96],"outside":[97],"brain":[99,123],"parenchyma":[100],"visualizing":[102],"surface":[104,157],"vessels.":[105],"trained":[110],"validated":[112],"30":[114],"acquired":[117],"within":[118],"population":[120],"deep":[122,140],"stimulation":[124],"(DBS)":[125],"patients":[126],"(age":[127],"range":[128],"[Formula:":[129],"see":[130],"text]":[131],"years).":[132],"Results":[133],"demonstrate":[134],"robust":[135],"consistent":[137],"sub-cortical":[142],"regions":[143,158],"(median":[144,159],"kappa":[145,160],"=":[146,161],"0.84":[147],"0.82),":[149],"well":[151],"challenging":[154],"mid-sagittal":[155],"0.81":[162],"0.83)":[164],"regions.":[165],"Overall,":[166],"this":[167],"produces":[170],"high-quality":[171],"vasculature":[176],"that":[177],"finds":[178],"applications":[179],"DBS":[181],"minimizing":[183],"hemorrhagic":[184],"risks":[185],"other":[187],"surgical":[188],"non-surgical":[190],"applications.":[191]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
