{"id":"https://openalex.org/W4389577185","doi":"https://doi.org/10.1109/embc40787.2023.10341047","title":"Super-Resolution Reconstruction of Multi-Slice T2-W FLAIR MRI Improves Multiple Sclerosis Lesion Segmentation","display_name":"Super-Resolution Reconstruction of Multi-Slice T2-W FLAIR MRI Improves Multiple Sclerosis Lesion Segmentation","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389577185","doi":"https://doi.org/10.1109/embc40787.2023.10341047","pmid":"https://pubmed.ncbi.nlm.nih.gov/38082625"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10341047","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10341047","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th 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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5105034850","display_name":"Diana L. Giraldo","orcid":"https://orcid.org/0000-0001-9778-1031"},"institutions":[{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Diana L. Giraldo","raw_affiliation_strings":["University of Antwerp,Imec-Vision Lab","Imec-Vision Lab, University of Antwerp"],"affiliations":[{"raw_affiliation_string":"University of Antwerp,Imec-Vision Lab","institution_ids":["https://openalex.org/I149213910"]},{"raw_affiliation_string":"Imec-Vision Lab, University of Antwerp","institution_ids":["https://openalex.org/I149213910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057911186","display_name":"Quinten Beirinckx","orcid":"https://orcid.org/0000-0002-5339-052X"},"institutions":[{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Quinten Beirinckx","raw_affiliation_strings":["University of Antwerp,Imec-Vision Lab","Imec-Vision Lab, University of Antwerp"],"affiliations":[{"raw_affiliation_string":"University of Antwerp,Imec-Vision Lab","institution_ids":["https://openalex.org/I149213910"]},{"raw_affiliation_string":"Imec-Vision Lab, University of Antwerp","institution_ids":["https://openalex.org/I149213910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020628449","display_name":"Arnold J. Den Dekker","orcid":null},"institutions":[{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Arnold J. Den Dekker","raw_affiliation_strings":["University of Antwerp,Imec-Vision Lab","Imec-Vision Lab, University of Antwerp"],"affiliations":[{"raw_affiliation_string":"University of Antwerp,Imec-Vision Lab","institution_ids":["https://openalex.org/I149213910"]},{"raw_affiliation_string":"Imec-Vision Lab, University of Antwerp","institution_ids":["https://openalex.org/I149213910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052945963","display_name":"Ben Jeurissen","orcid":"https://orcid.org/0000-0002-3488-9819"},"institutions":[{"id":"https://openalex.org/I4210125814","display_name":"Equilibrium Research","ror":"https://ror.org/03gcx9p86","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210125814"]},{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]}],"countries":["BE","GB"],"is_corresponding":false,"raw_author_name":"Ben Jeurissen","raw_affiliation_strings":["University of Antwerp,Imec-Vision Lab","Lab for Equilibrium Investigations & Aerospace, University of Antwerp","Imec-Vision Lab, University of Antwerp"],"affiliations":[{"raw_affiliation_string":"University of Antwerp,Imec-Vision Lab","institution_ids":["https://openalex.org/I149213910"]},{"raw_affiliation_string":"Lab for Equilibrium Investigations & Aerospace, University of Antwerp","institution_ids":["https://openalex.org/I4210125814","https://openalex.org/I149213910"]},{"raw_affiliation_string":"Imec-Vision Lab, University of Antwerp","institution_ids":["https://openalex.org/I149213910"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054696921","display_name":"Jan Sijbers","orcid":"https://orcid.org/0000-0003-4225-2487"},"institutions":[{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Jan Sijbers","raw_affiliation_strings":["University of Antwerp,Imec-Vision Lab","Imec-Vision Lab, University of Antwerp"],"affiliations":[{"raw_affiliation_string":"University of Antwerp,Imec-Vision Lab","institution_ids":["https://openalex.org/I149213910"]},{"raw_affiliation_string":"Imec-Vision Lab, University of Antwerp","institution_ids":["https://openalex.org/I149213910"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5105034850"],"corresponding_institution_ids":["https://openalex.org/I149213910"],"apc_list":null,"apc_paid":null,"fwci":0.5261,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.70839541,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"2023","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic 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/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic 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/T10727","display_name":"Ultrasound Imaging and Elastography","score":0.9901999831199646,"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/T10625","display_name":"Herpesvirus Infections and Treatments","score":0.989799976348877,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/segmentation","display_name":"Segmentation","score":0.7844728231430054},{"id":"https://openalex.org/keywords/fluid-attenuated-inversion-recovery","display_name":"Fluid-attenuated inversion recovery","score":0.6678004264831543},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5999178290367126},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5711691975593567},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4703536033630371},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.46233412623405457},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4511682987213135},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39637482166290283},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.32830798625946045},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2885432839393616},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.17999473214149475},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.06983703374862671}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7844728231430054},{"id":"https://openalex.org/C101070640","wikidata":"https://www.wikidata.org/wiki/Q3737215","display_name":"Fluid-attenuated inversion recovery","level":3,"score":0.6678004264831543},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5999178290367126},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5711691975593567},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4703536033630371},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.46233412623405457},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4511682987213135},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39637482166290283},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.32830798625946045},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2885432839393616},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.17999473214149475},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.06983703374862671}],"mesh":[{"descriptor_ui":"D001686","descriptor_name":"Biological Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001686","descriptor_name":"Biological Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001686","descriptor_name":"Biological Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001686","descriptor_name":"Biological Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001686","descriptor_name":"Biological Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"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":"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":"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":"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":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc40787.2023.10341047","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10341047","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38082625","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38082625","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:c:irua:201594","is_oa":false,"landing_page_url":"https://hdl.handle.net/10067/2015940151162165141","pdf_url":null,"source":{"id":"https://openalex.org/S4306401849","display_name":"Institutional Repository University of Antwerp (University of Antwerp)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149213910","host_organization_name":"University of Antwerp","host_organization_lineage":["https://openalex.org/I149213910"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1563770209","https://openalex.org/W1899329334","https://openalex.org/W2117340355","https://openalex.org/W3021605584","https://openalex.org/W3026693286","https://openalex.org/W3101204238","https://openalex.org/W3128363678","https://openalex.org/W3171747481","https://openalex.org/W3204149255","https://openalex.org/W4229447550","https://openalex.org/W4308188358","https://openalex.org/W6738409699"],"related_works":["https://openalex.org/W2397888002","https://openalex.org/W2356247871","https://openalex.org/W2373716292","https://openalex.org/W2381429000","https://openalex.org/W2364564193","https://openalex.org/W2393352769","https://openalex.org/W2131742827","https://openalex.org/W4389341328","https://openalex.org/W4309923383","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Due":[0],"to":[1,44,57,67,110,140,165],"acquisition":[2],"time":[3],"constraints,":[4],"T2-w":[5,116,181],"FLAIR":[6,117,182],"MRI":[7,118,184],"of":[8,85,119,129,167,177,189],"Multiple":[9],"Sclerosis":[10],"(MS)":[11],"patients":[12],"is":[13],"often":[14],"acquired":[15],"with":[16,20,27],"multi-slice":[17,183],"2D":[18],"protocols":[19],"a":[21,59,93,99,160],"low":[22],"through-plane":[23],"resolution":[24],"rather":[25],"than":[26],"high-resolution":[28,60],"3D":[29,115],"protocols.":[30],"Automated":[31],"lesion":[32,46,72,83,135,152],"segmentation":[33,84,136,141,162,166,187],"on":[34,81,91,142,186],"such":[35],"low-resolution":[36],"(LR)":[37],"images,":[38,144],"however,":[39],"performs":[40],"poorly":[41],"and":[42,98,133],"leads":[43],"inaccurate":[45],"volume":[47],"estimates.":[48],"Super-resolution":[49],"reconstruction":[50,131,179],"(SRR)":[51],"methods":[52],"can":[53],"then":[54],"be":[55],"used":[56],"obtain":[58],"(HR)":[61],"image":[62,130],"from":[63,114,180],"multiple":[64],"LR":[65,111,143],"images":[66],"serve":[68],"as":[69],"input":[70],"for":[71],"segmentation.":[73,153],"In":[74],"this":[75],"work,":[76],"we":[77],"evaluate":[78],"the":[79,145,174],"effect":[80],"MS":[82,120,190],"three":[86,146],"SRR":[87,103,106,123,148,158],"approaches:":[88],"one":[89],"based":[90],"interpolation,":[92],"state-of-the-art":[94],"self-supervised":[95],"CNN-based":[96],"strategy,":[97],"recently":[100],"proposed":[101],"model-based":[102],"method.":[104],"These":[105],"strategies":[107,149],"were":[108],"applied":[109],"acquisitions":[112,185],"simulated":[113],"patients.":[121],"Each":[122],"method":[124],"was":[125],"evaluated":[126],"in":[127,155],"terms":[128],"quality":[132],"subsequent":[134],"performance.":[137],"When":[138],"compared":[139,164],"considered":[147],"demonstrate":[150],"improved":[151],"Furthermore,":[154],"some":[156],"scenarios,":[157],"achieves":[159],"similar":[161],"performance":[163,188],"HR":[168],"images.Clinical":[169],"relevance-":[170],"This":[171],"study":[172],"demonstrates":[173],"positive":[175],"impact":[176],"super-resolution":[178],"lesions.":[191]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}
