{"id":"https://openalex.org/W4392151464","doi":"https://doi.org/10.1007/s00530-024-01267-2","title":"Infant head and brain segmentation from magnetic resonance images using fusion-based deep learning strategies","display_name":"Infant head and brain segmentation from magnetic resonance images using fusion-based deep learning strategies","publication_year":2024,"publication_date":"2024-02-26","ids":{"openalex":"https://openalex.org/W4392151464","doi":"https://doi.org/10.1007/s00530-024-01267-2"},"language":"en","primary_location":{"id":"doi:10.1007/s00530-024-01267-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00530-024-01267-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00530-024-01267-2.pdf","source":{"id":"https://openalex.org/S112262039","display_name":"Multimedia Systems","issn_l":"0942-4962","issn":["0942-4962","1432-1882"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00530-024-01267-2.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023155064","display_name":"Helena R. Torres","orcid":"https://orcid.org/0000-0001-8407-3255"},"institutions":[{"id":"https://openalex.org/I185808892","display_name":"Polytechnic Institute of C\u00e1vado and Ave","ror":"https://ror.org/0448qsq10","country_code":"PT","type":"education","lineage":["https://openalex.org/I185808892"]},{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Helena R. Torres","raw_affiliation_strings":["2Ai-School of Technology, IPCA, Barcelos, Portugal","Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","ICVS/3B\u2019s-PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal","LASI-Associate Laboratory of Intelligent Systems, Guimar\u00e3es, Portugal","Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal"],"affiliations":[{"raw_affiliation_string":"2Ai-School of Technology, IPCA, Barcelos, Portugal","institution_ids":["https://openalex.org/I185808892"]},{"raw_affiliation_string":"Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"ICVS/3B\u2019s-PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal","institution_ids":[]},{"raw_affiliation_string":"LASI-Associate Laboratory of Intelligent Systems, Guimar\u00e3es, Portugal","institution_ids":[]},{"raw_affiliation_string":"Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027235988","display_name":"Bruno Oliveira","orcid":"https://orcid.org/0000-0003-1616-2234"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]},{"id":"https://openalex.org/I185808892","display_name":"Polytechnic Institute of C\u00e1vado and Ave","ror":"https://ror.org/0448qsq10","country_code":"PT","type":"education","lineage":["https://openalex.org/I185808892"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Bruno Oliveira","raw_affiliation_strings":["2Ai-School of Technology, IPCA, Barcelos, Portugal","Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","ICVS/3B\u2019s-PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal","LASI-Associate Laboratory of Intelligent Systems, Guimar\u00e3es, Portugal","Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal"],"affiliations":[{"raw_affiliation_string":"2Ai-School of Technology, IPCA, Barcelos, Portugal","institution_ids":["https://openalex.org/I185808892"]},{"raw_affiliation_string":"Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"ICVS/3B\u2019s-PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal","institution_ids":[]},{"raw_affiliation_string":"LASI-Associate Laboratory of Intelligent Systems, Guimar\u00e3es, Portugal","institution_ids":[]},{"raw_affiliation_string":"Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081841142","display_name":"Pedro Morais","orcid":"https://orcid.org/0000-0002-1995-7879"},"institutions":[{"id":"https://openalex.org/I185808892","display_name":"Polytechnic Institute of C\u00e1vado and Ave","ror":"https://ror.org/0448qsq10","country_code":"PT","type":"education","lineage":["https://openalex.org/I185808892"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Pedro Morais","raw_affiliation_strings":["2Ai-School of Technology, IPCA, Barcelos, Portugal","LASI-Associate Laboratory of Intelligent Systems, Guimar\u00e3es, Portugal"],"affiliations":[{"raw_affiliation_string":"2Ai-School of Technology, IPCA, Barcelos, Portugal","institution_ids":["https://openalex.org/I185808892"]},{"raw_affiliation_string":"LASI-Associate Laboratory of Intelligent Systems, Guimar\u00e3es, Portugal","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081957611","display_name":"Anne Fritze","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162051","display_name":"University Hospital Carl Gustav Carus","ror":"https://ror.org/04za5zm41","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210162051"]},{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anne Fritze","raw_affiliation_strings":["Department of Pediatrics, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Pediatrics, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I4210162051","https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111889223","display_name":"Gabriele Hahn","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162051","display_name":"University Hospital Carl Gustav Carus","ror":"https://ror.org/04za5zm41","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210162051"]},{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gabriele Hahn","raw_affiliation_strings":["Institute for Radiological Diagnostics, University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Radiological Diagnostics, University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I4210162051","https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042400151","display_name":"Mario R\u00fcdiger","orcid":"https://orcid.org/0000-0001-7498-1209"},"institutions":[{"id":"https://openalex.org/I4210162051","display_name":"University Hospital Carl Gustav Carus","ror":"https://ror.org/04za5zm41","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210162051"]},{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mario R\u00fcdiger","raw_affiliation_strings":["Department of Pediatrics, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Dresden, Germany","Saxony Center for Feto-Neonatal Health, University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Pediatrics, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I4210162051","https://openalex.org/I78650965"]},{"raw_affiliation_string":"Saxony Center for Feto-Neonatal Health, University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I4210162051"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036758036","display_name":"Jaime C. Fonseca","orcid":"https://orcid.org/0000-0001-6703-3278"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jaime C. Fonseca","raw_affiliation_strings":["Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","LASI-Associate Laboratory of Intelligent Systems, Guimar\u00e3es, Portugal"],"affiliations":[{"raw_affiliation_string":"Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"LASI-Associate Laboratory of Intelligent Systems, Guimar\u00e3es, Portugal","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008817714","display_name":"Jo\u00e3o L. Vila\u00e7a","orcid":"https://orcid.org/0000-0002-4196-5357"},"institutions":[{"id":"https://openalex.org/I185808892","display_name":"Polytechnic Institute of C\u00e1vado and Ave","ror":"https://ror.org/0448qsq10","country_code":"PT","type":"education","lineage":["https://openalex.org/I185808892"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o L. Vila\u00e7a","raw_affiliation_strings":["2Ai-School of Technology, IPCA, Barcelos, Portugal","LASI-Associate Laboratory of Intelligent Systems, Guimar\u00e3es, Portugal"],"affiliations":[{"raw_affiliation_string":"2Ai-School of Technology, IPCA, Barcelos, Portugal","institution_ids":["https://openalex.org/I185808892"]},{"raw_affiliation_string":"LASI-Associate Laboratory of Intelligent Systems, Guimar\u00e3es, Portugal","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5023155064"],"corresponding_institution_ids":["https://openalex.org/I185808892","https://openalex.org/I99682543"],"apc_list":null,"apc_paid":null,"fwci":5.4737,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.94605971,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"30","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11184","display_name":"Neonatal and fetal brain pathology","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/T11184","display_name":"Neonatal and fetal brain pathology","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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":0.993399977684021,"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/T12552","display_name":"Fetal and Pediatric Neurological Disorders","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/computer-science","display_name":"Computer science","score":0.7819488048553467},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.684110701084137},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6411619186401367},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.5346958041191101},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.529655396938324},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4876364767551422},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.4865328371524811},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4586520195007324},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.45744559168815613},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.41421306133270264},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.24781066179275513}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7819488048553467},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.684110701084137},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6411619186401367},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.5346958041191101},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.529655396938324},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4876364767551422},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4865328371524811},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4586520195007324},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.45744559168815613},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.41421306133270264},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.24781066179275513},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00530-024-01267-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00530-024-01267-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00530-024-01267-2.pdf","source":{"id":"https://openalex.org/S112262039","display_name":"Multimedia Systems","issn_l":"0942-4962","issn":["0942-4962","1432-1882"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Systems","raw_type":"journal-article"},{"id":"pmh:oai:ciencipca.ipca.pt:11110/3015","is_oa":false,"landing_page_url":"http://hdl.handle.net/11110/3015","pdf_url":null,"source":{"id":"https://openalex.org/S7407051867","display_name":"CiencIPCA","issn_l":null,"issn":[],"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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.1007/s00530-024-01267-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00530-024-01267-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00530-024-01267-2.pdf","source":{"id":"https://openalex.org/S112262039","display_name":"Multimedia Systems","issn_l":"0942-4962","issn":["0942-4962","1432-1882"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6104678444","display_name":null,"funder_award_id":"NORTE-01-0145-FEDER-000059","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392151464.pdf"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1534081457","https://openalex.org/W1763022604","https://openalex.org/W1901129140","https://openalex.org/W1942576506","https://openalex.org/W1994157885","https://openalex.org/W2012899556","https://openalex.org/W2019346246","https://openalex.org/W2049339733","https://openalex.org/W2051534688","https://openalex.org/W2060933076","https://openalex.org/W2068869979","https://openalex.org/W2077662287","https://openalex.org/W2089355295","https://openalex.org/W2091073327","https://openalex.org/W2118987707","https://openalex.org/W2151050383","https://openalex.org/W2158662055","https://openalex.org/W2203963179","https://openalex.org/W2346715948","https://openalex.org/W2441649867","https://openalex.org/W2562014134","https://openalex.org/W2564455449","https://openalex.org/W2600844619","https://openalex.org/W2608353599","https://openalex.org/W2791155853","https://openalex.org/W2791533555","https://openalex.org/W2805306510","https://openalex.org/W2921767066","https://openalex.org/W2937113026","https://openalex.org/W2962930554","https://openalex.org/W2963730812","https://openalex.org/W3043039028","https://openalex.org/W3092131388","https://openalex.org/W3097903991","https://openalex.org/W3101118341","https://openalex.org/W4205765055","https://openalex.org/W4206842301","https://openalex.org/W4211063680","https://openalex.org/W4281806245","https://openalex.org/W4283793311","https://openalex.org/W4292347839","https://openalex.org/W4293236109","https://openalex.org/W4307726656","https://openalex.org/W4312069086"],"related_works":["https://openalex.org/W2788731446","https://openalex.org/W2204403038","https://openalex.org/W3152170969","https://openalex.org/W2379054866","https://openalex.org/W2549658594","https://openalex.org/W2370195708","https://openalex.org/W1490651872","https://openalex.org/W2139242969","https://openalex.org/W2284201331","https://openalex.org/W2095903272"],"abstract_inverted_index":{"Abstract":[0],"Magnetic":[1],"resonance":[2],"(MR)":[3],"imaging":[4],"is":[5,25,139,165],"widely":[6],"used":[7,85,194],"for":[8,16,43,88,245,251,279,292,314,361],"assessing":[9],"infant":[10],"head":[11,35,281,316],"and":[12,15,36,76,107,112,145,171,195,200,233,249,261,275,282,288,310,317,344,356],"brain":[13,37],"development":[14,27],"diagnosing":[17],"pathologies.":[18],"The":[19,46,231,255],"main":[20],"goal":[21],"of":[22,28,50,61,127,189,228,243,271,284,306,335],"this":[23],"work":[24],"the":[26,59,66,71,96,116,120,125,128,132,146,159,172,181,214,226,229,246,252,259,266,280,293,297,315,321,333,336,341,345,349],"a":[29,51,155,209,219,240],"segmentation":[30,342,354],"framework":[31],"to":[32,179,224,358],"create":[33],"patient-specific":[34],"anatomical":[38,362],"models":[39,337],"from":[40],"MR":[41,67,191,205,217],"images":[42,121],"clinical":[44,185,366],"evaluation.":[45],"proposed":[47,106,350],"strategy":[48],"consists":[49],"fusion-based":[52],"Deep":[53],"Learning":[54],"(DL)":[55],"approach":[56,221],"that":[57,258,325],"combines":[58],"information":[60],"different":[62,89,102],"image":[63,82,137,164],"sequences":[64,83],"within":[65],"acquisition":[68],"protocol,":[69],"including":[70],"axial":[72],"T1w,":[73,75],"sagittal":[74],"coronal":[77],"T1w":[78],"after":[79],"contrast.":[80],"These":[81],"are":[84,105,122,150,176],"as":[86,208],"input":[87],"fusion":[90,103,118,134,161,263,299],"encoder\u2013decoder":[91,129],"network":[92],"architectures":[93],"based":[94],"on":[95],"well-established":[97],"U-Net":[98],"framework.":[99],"Specifically,":[100],"three":[101],"strategies":[104,343],"evaluated,":[108],"namely":[109],"early,":[110],"intermediate,":[111],"late":[113,160,298],"fusion.":[114],"In":[115,131,158],"early":[117,260],"approach,":[119],"integrated":[123],"at":[124],"beginning":[126],"architecture.":[130],"intermediate":[133,262],"strategy,":[135],"each":[136,163],"sequence":[138],"processed":[140,153,167],"by":[141,154,168,339],"an":[142,169],"independent":[143],"encoder,":[144],"resulting":[147,173],"feature":[148,174],"maps":[149,175],"then":[151,177],"jointly":[152],"single":[156],"decoder.":[157],"method,":[162],"individually":[166],"encoder\u2013decoder,":[170],"combined":[178],"generate":[180],"final":[182],"segmentations.":[183],"A":[184],"in-house":[186],"dataset":[187],"consisting":[188],"19":[190],"scans":[192,206],"was":[193,222],"divided":[196],"into":[197],"training,":[198],"validation,":[199],"testing":[201,234,253],"sets,":[202],"with":[203,239],"3":[204],"defined":[207],"fixed":[210],"validation":[211],"set.":[212,254],"For":[213],"remaining":[215],"16":[216],"scans,":[218],"cross-validation":[220],"adopted":[223],"assess":[225],"performance":[227,268],"methods.":[230],"training":[232,247],"processes":[235],"were":[236,330],"carried":[237],"out":[238],"split":[241],"ratio":[242],"75%":[244],"set":[248],"25%":[250],"results":[256,304,355],"show":[257],"methodologies":[264],"presented":[265],"better":[267],"(Dice":[269,305],"coefficient":[270],"97.6":[272],"\u00b1":[273,277,286,290,308,312],"1.5%":[274],"97.3":[276],"1.8%":[278,291],"Dice":[283],"94.5":[285],"1.7%":[287],"94.8":[289],"brain,":[294,318],"respectively),":[295],"whereas":[296],"method":[300],"generated":[301,338],"slightly":[302],"worst":[303],"95.5":[307],"4.4%":[309],"93.8":[311],"3.1%":[313],"respectively).":[319],"Nevertheless,":[320],"volumetric":[322],"analysis":[323,364],"showed":[324],"no":[326],"statistically":[327],"significant":[328],"differences":[329],"found":[331],"between":[332],"volumes":[334],"all":[340],"ground":[346],"truths.":[347],"Overall,":[348],"frameworks":[351],"demonstrate":[352],"accurate":[353],"prove":[357],"be":[359],"feasible":[360],"model":[363],"in":[365],"practice.":[367]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
