{"id":"https://openalex.org/W4200413135","doi":"https://doi.org/10.1109/embc46164.2021.9630110","title":"3D Neural Networks for Visceral and Subcutaneous Adipose Tissue Segmentation using Volumetric Multi-Contrast MRI","display_name":"3D Neural Networks for Visceral and Subcutaneous Adipose Tissue Segmentation using Volumetric Multi-Contrast MRI","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200413135","doi":"https://doi.org/10.1109/embc46164.2021.9630110","pmid":"https://pubmed.ncbi.nlm.nih.gov/34892092"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9630110","is_oa":true,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630110","pdf_url":"https://ieeexplore.ieee.org/ielx7/9629355/9629471/09630110.pdf","source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/9629355/9629471/09630110.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055442677","display_name":"Sevgi G\u00f6k\u00e7e Kafal\u0131","orcid":"https://orcid.org/0000-0001-5941-5399"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sevgi Gokce Kafali","raw_affiliation_strings":["Departments of Radiological Sciences and Bioengineering, University of California, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of Radiological Sciences and Bioengineering, University of California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053113111","display_name":"Shu\u2010Fu Shih","orcid":"https://orcid.org/0000-0002-3812-9091"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shu-Fu Shih","raw_affiliation_strings":["Departments of Radiological Sciences and Bioengineering, University of California, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of Radiological Sciences and Bioengineering, University of California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101896135","display_name":"Xin-Zhou Li","orcid":"https://orcid.org/0000-0002-4219-9017"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xinzhou Li","raw_affiliation_strings":["Departments of Radiological Sciences and Bioengineering, University of California, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of Radiological Sciences and Bioengineering, University of California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053965505","display_name":"Shilpy Chowdhury","orcid":"https://orcid.org/0000-0002-9899-6218"},"institutions":[{"id":"https://openalex.org/I1293502524","display_name":"Loma Linda University Medical Center","ror":"https://ror.org/03et1qs84","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1293502524"]},{"id":"https://openalex.org/I26347476","display_name":"Loma Linda University","ror":"https://ror.org/04bj28v14","country_code":"US","type":"education","lineage":["https://openalex.org/I26347476"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shilpy Chowdhury","raw_affiliation_strings":["Department of Radiology, Loma Linda University Medical Center, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Loma Linda University Medical Center, CA, USA","institution_ids":["https://openalex.org/I26347476","https://openalex.org/I1293502524"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015163234","display_name":"Spencer Loong","orcid":null},"institutions":[{"id":"https://openalex.org/I26347476","display_name":"Loma Linda University","ror":"https://ror.org/04bj28v14","country_code":"US","type":"education","lineage":["https://openalex.org/I26347476"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Spencer Loong","raw_affiliation_strings":["Department of Psychology, Loma Linda University School of Behavioral Health, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, Loma Linda University School of Behavioral Health, CA, USA","institution_ids":["https://openalex.org/I26347476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073672251","display_name":"Samuel Barnes","orcid":"https://orcid.org/0000-0002-1065-8442"},"institutions":[{"id":"https://openalex.org/I1293502524","display_name":"Loma Linda University Medical Center","ror":"https://ror.org/03et1qs84","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1293502524"]},{"id":"https://openalex.org/I26347476","display_name":"Loma Linda University","ror":"https://ror.org/04bj28v14","country_code":"US","type":"education","lineage":["https://openalex.org/I26347476"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samuel Barnes","raw_affiliation_strings":["Department of Radiology, Loma Linda University Medical Center, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Loma Linda University Medical Center, CA, USA","institution_ids":["https://openalex.org/I26347476","https://openalex.org/I1293502524"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101626168","display_name":"Zhaoping Li","orcid":"https://orcid.org/0000-0002-8662-4310"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhaoping Li","raw_affiliation_strings":["Department of Medicine, University of California, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine, University of California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064950342","display_name":"Holden H. Wu","orcid":"https://orcid.org/0000-0002-2585-5916"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Holden H. Wu","raw_affiliation_strings":["Departments of Radiological Sciences and Bioengineering, University of California, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of Radiological Sciences and Bioengineering, University of California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7201,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.82764811,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"2021","issue":null,"first_page":"3933","last_page":"3937"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12979","display_name":"Cardiovascular Disease and Adiposity","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T12979","display_name":"Cardiovascular Disease and Adiposity","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9814000129699707,"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/T12173","display_name":"Body Contouring and Surgery","score":0.9621999859809875,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/context","display_name":"Context (archaeology)","score":0.7315458059310913},{"id":"https://openalex.org/keywords/dice","display_name":"Dice","score":0.6752356886863708},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6646693348884583},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5638972520828247},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.5422106981277466},{"id":"https://openalex.org/keywords/adipose-tissue","display_name":"Adipose tissue","score":0.4753838777542114},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4413948059082031},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.43485429883003235},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3378119468688965},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3215881586074829},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2540832757949829},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.22422945499420166},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.15477228164672852},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.10262155532836914},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08498668670654297}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.7315458059310913},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.6752356886863708},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6646693348884583},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5638972520828247},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.5422106981277466},{"id":"https://openalex.org/C171089720","wikidata":"https://www.wikidata.org/wiki/Q193583","display_name":"Adipose tissue","level":2,"score":0.4753838777542114},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4413948059082031},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.43485429883003235},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3378119468688965},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3215881586074829},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2540832757949829},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.22422945499420166},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.15477228164672852},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.10262155532836914},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08498668670654297},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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":"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":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009765","descriptor_name":"Obesity","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D009765","descriptor_name":"Obesity","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D009765","descriptor_name":"Obesity","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","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":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D050151","descriptor_name":"Subcutaneous Fat","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D050151","descriptor_name":"Subcutaneous Fat","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D050151","descriptor_name":"Subcutaneous Fat","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc46164.2021.9630110","is_oa":true,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630110","pdf_url":"https://ieeexplore.ieee.org/ielx7/9629355/9629471/09630110.pdf","source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:34892092","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34892092","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8758404","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8758404","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annu Int Conf IEEE Eng Med Biol Soc","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1109/embc46164.2021.9630110","is_oa":true,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630110","pdf_url":"https://ieeexplore.ieee.org/ielx7/9629355/9629471/09630110.pdf","source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5207734002","display_name":null,"funder_award_id":"R01 DK124417","funder_id":"https://openalex.org/F4320337357","funder_display_name":"National Institute of Diabetes and Digestive and Kidney Diseases"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337357","display_name":"National Institute of Diabetes and Digestive and Kidney Diseases","ror":"https://ror.org/00adh9b73"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200413135.pdf","grobid_xml":"https://content.openalex.org/works/W4200413135.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1577162926","https://openalex.org/W1901129140","https://openalex.org/W1909740415","https://openalex.org/W1989400130","https://openalex.org/W2082037132","https://openalex.org/W2135740318","https://openalex.org/W2464708700","https://openalex.org/W2734349601","https://openalex.org/W2763498070","https://openalex.org/W2800324981","https://openalex.org/W2873670318","https://openalex.org/W2883324758","https://openalex.org/W2884585870","https://openalex.org/W2916677406","https://openalex.org/W2937013683","https://openalex.org/W2963446712","https://openalex.org/W2981994710","https://openalex.org/W3015674381","https://openalex.org/W3096579235","https://openalex.org/W3098509689","https://openalex.org/W3101019686","https://openalex.org/W6639824700","https://openalex.org/W6725739302","https://openalex.org/W6753412334"],"related_works":["https://openalex.org/W3104750253","https://openalex.org/W3021239166","https://openalex.org/W4366341510","https://openalex.org/W2390936256","https://openalex.org/W2483429559","https://openalex.org/W2016385589","https://openalex.org/W2009559548","https://openalex.org/W2906397153","https://openalex.org/W2385445039","https://openalex.org/W3093723769"],"abstract_inverted_index":{"Individuals":[0],"with":[1,159,181,201],"obesity":[2],"have":[3,48],"larger":[4],"amounts":[5],"of":[6,34,69,78,102,115,207,245],"visceral":[7,262],"(VAT)":[8],"and":[9,29,43,58,87,113,140,155,197,214,218,220,240,247,259,263,285],"subcutaneous":[10,264],"adipose":[11,265],"tissue":[12,266],"(SAT)":[13],"in":[14,157],"their":[15],"body,":[16],"increasing":[17],"the":[18,61,82,88,97,108,111,130,148,166,193,274],"risk":[19,275],"for":[20,55,63,95,216,223,276],"cardiometabolic":[21,277],"diseases.":[22],"The":[23,230],"reference":[24],"standard":[25,210],"to":[26,71,151,169,227,256,272],"quantify":[27],"SAT":[28,57,154,246],"VAT":[30,59,64,156],"uses":[31],"manual":[32,228],"annotations":[33],"magnetic":[35],"resonance":[36],"images":[37,142],"(MRI),":[38],"which":[39,92,269],"requires":[40],"expert":[41],"knowledge":[42],"is":[44,107],"time-consuming.":[45],"Although":[46],"there":[47],"been":[49],"studies":[50],"investigating":[51],"deep":[52],"learning-based":[53],"methods":[54],"automated":[56,243],"segmentation,":[60],"performance":[62],"remains":[65],"suboptimal":[66],"(Dice":[67],"scores":[68,206],"0.43":[70],"0.89).":[72],"Previous":[73],"work":[74,120,164,251],"had":[75,234],"key":[76],"limitations":[77],"not":[79],"fully":[80],"considering":[81],"multi-contrast":[83],"information":[84],"from":[85,143],"MRI":[86,146],"3D":[89,126,167,175,178,195,199,204,232,253],"anatomical":[90],"context,":[91],"are":[93],"critical":[94],"addressing":[96],"complex":[98],"spatially":[99],"varying":[100],"structure":[101],"VAT.":[103],"An":[104],"additional":[105],"challenge":[106],"imbalance":[109],"between":[110],"number":[112],"distribution":[114],"pixels":[116],"representing":[117],"SAT/VAT.":[118],"This":[119,250],"proposes":[121],"a":[122,170,182],"network":[123],"based":[124],"on":[125,267],"U-Net":[127,168,176,196,200],"that":[128],"utilizes":[129],"full":[131],"field-of-view":[132],"volumetric":[133],"T":[134],"<inf":[135],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[136],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1</inf>":[137],"-weighted,":[138],"water,":[139],"fat":[141],"dual-echo":[144],"Dixon":[145],"as":[147,280],"multi-channel":[149],"input":[150],"automatically":[152],"segment":[153,261],"adults":[158],"overweight/obesity.":[160],"In":[161,188],"addition,":[162],"this":[163],"extends":[165],"new":[171],"Attention-based":[172],"Competitive":[173],"Dense":[174],"(ACD":[177],"U-Net)":[179],"trained":[180],"class":[183],"frequency-balancing":[184],"Dice":[185,205],"loss":[186],"(FBDL).":[187],"an":[189],"initial":[190],"testing":[191],"dataset,":[192],"proposed":[194,231],"ACD":[198],"FBDL":[202],"achieved":[203],"(mean":[208],"\u00b1":[209],"deviation)":[211],"0.99":[212],"\u00b10.01":[213],"0.99\u00b10.01":[215],"SAT,":[217],"0.95\u00b10.04":[219],"0.96":[221],"\u00b10.04":[222],"VAT,":[224],"respectively,":[225],"compared":[226],"annotations.":[229],"networks":[233,255],"rapid":[235],"inference":[236],"time":[237],"(<60":[238],"ms/slice)":[239],"can":[241,270],"enable":[242],"segmentation":[244],"VAT.Clinical":[248],"relevance\u2014":[249],"developed":[252],"neural":[254],"automatically,":[257],"accurately,":[258],"rapidly":[260],"MRI,":[268],"help":[271],"characterize":[273],"diseases":[278],"such":[279],"diabetes,":[281],"elevated":[282],"glucose":[283],"levels,":[284],"hypertension.":[286]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3}],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2025-10-10T00:00:00"}
