{"id":"https://openalex.org/W4224985423","doi":"https://doi.org/10.1109/isbi52829.2022.9761425","title":"Leveraging Multi-Visit Information for Magnetic Resonance Image Reconstruction: Pilot Study on a Cohort of Glioblastoma Subjects","display_name":"Leveraging Multi-Visit Information for Magnetic Resonance Image Reconstruction: Pilot Study on a Cohort of Glioblastoma Subjects","publication_year":2022,"publication_date":"2022-03-28","ids":{"openalex":"https://openalex.org/W4224985423","doi":"https://doi.org/10.1109/isbi52829.2022.9761425"},"language":"en","primary_location":{"id":"doi:10.1109/isbi52829.2022.9761425","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761425","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5033455810","display_name":"Youssef Beauferris","orcid":"https://orcid.org/0000-0001-9187-961X"},"institutions":[{"id":"https://openalex.org/I1314596251","display_name":"Allen Institute for Brain Science","ror":"https://ror.org/00dcv1019","country_code":"US","type":"facility","lineage":["https://openalex.org/I1314596251","https://openalex.org/I4210140341"]},{"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"]},{"id":"https://openalex.org/I4210164862","display_name":"Artificial Intelligence in Medicine (Canada)","ror":"https://ror.org/05p590m36","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210164862"]},{"id":"https://openalex.org/I4405260330","display_name":"Hotchkiss Brain Institute","ror":"https://ror.org/03k51z204","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309","https://openalex.org/I4405260330"]}],"countries":["CA","US"],"is_corresponding":true,"raw_author_name":"Youssef Beauferris","raw_affiliation_strings":["University of Calgary,Advanced Imaging and Artificial Intelligence Lab","Biomedical Engineering, University of Calgary","Hotchkiss Brain Institute, University of Calgary","Advanced Imaging and Artificial Intelligence Lab, University of Calgary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Calgary,Advanced Imaging and Artificial Intelligence Lab","institution_ids":["https://openalex.org/I4210164862"]},{"raw_affiliation_string":"Biomedical Engineering, University of Calgary","institution_ids":["https://openalex.org/I168635309"]},{"raw_affiliation_string":"Hotchkiss Brain Institute, University of Calgary","institution_ids":["https://openalex.org/I1314596251","https://openalex.org/I168635309","https://openalex.org/I4405260330"]},{"raw_affiliation_string":"Advanced Imaging and Artificial Intelligence Lab, University of Calgary","institution_ids":["https://openalex.org/I168635309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019355289","display_name":"Mike Lasby","orcid":"https://orcid.org/0000-0002-7090-8773"},"institutions":[{"id":"https://openalex.org/I1314596251","display_name":"Allen Institute for Brain Science","ror":"https://ror.org/00dcv1019","country_code":"US","type":"facility","lineage":["https://openalex.org/I1314596251","https://openalex.org/I4210140341"]},{"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"]},{"id":"https://openalex.org/I4405260330","display_name":"Hotchkiss Brain Institute","ror":"https://ror.org/03k51z204","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309","https://openalex.org/I4405260330"]}],"countries":["CA","US"],"is_corresponding":false,"raw_author_name":"Mike Lasby","raw_affiliation_strings":["University of Calgary,Biomedical Engineering","Biomedical Engineering, University of Calgary","Hotchkiss Brain Institute, University of Calgary","Electrical and Software Engineering, University of Calgary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Calgary,Biomedical Engineering","institution_ids":["https://openalex.org/I168635309"]},{"raw_affiliation_string":"Biomedical Engineering, University of Calgary","institution_ids":["https://openalex.org/I168635309"]},{"raw_affiliation_string":"Hotchkiss Brain Institute, University of Calgary","institution_ids":["https://openalex.org/I1314596251","https://openalex.org/I168635309","https://openalex.org/I4405260330"]},{"raw_affiliation_string":"Electrical and Software Engineering, University of Calgary","institution_ids":["https://openalex.org/I168635309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075919718","display_name":"Roberto Martins de Souza","orcid":"https://orcid.org/0000-0001-7436-0058"},"institutions":[{"id":"https://openalex.org/I1314596251","display_name":"Allen Institute for Brain Science","ror":"https://ror.org/00dcv1019","country_code":"US","type":"facility","lineage":["https://openalex.org/I1314596251","https://openalex.org/I4210140341"]},{"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"]},{"id":"https://openalex.org/I4210164862","display_name":"Artificial Intelligence in Medicine (Canada)","ror":"https://ror.org/05p590m36","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210164862"]},{"id":"https://openalex.org/I4405260330","display_name":"Hotchkiss Brain Institute","ror":"https://ror.org/03k51z204","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309","https://openalex.org/I4405260330"]}],"countries":["CA","US"],"is_corresponding":false,"raw_author_name":"Roberto Souza","raw_affiliation_strings":["University of Calgary,Advanced Imaging and Artificial Intelligence Lab","Advanced Imaging and Artificial Intelligence Lab, University of Calgary","Electrical and Software Engineering, University of Calgary","Biomedical Engineering, University of Calgary","Hotchkiss Brain Institute, University of Calgary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Calgary,Advanced Imaging and Artificial Intelligence Lab","institution_ids":["https://openalex.org/I4210164862"]},{"raw_affiliation_string":"Advanced Imaging and Artificial Intelligence Lab, University of Calgary","institution_ids":["https://openalex.org/I168635309"]},{"raw_affiliation_string":"Electrical and Software Engineering, University of Calgary","institution_ids":["https://openalex.org/I168635309"]},{"raw_affiliation_string":"Biomedical Engineering, University of Calgary","institution_ids":["https://openalex.org/I168635309"]},{"raw_affiliation_string":"Hotchkiss Brain Institute, University of Calgary","institution_ids":["https://openalex.org/I1314596251","https://openalex.org/I168635309","https://openalex.org/I4405260330"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5033455810"],"corresponding_institution_ids":["https://openalex.org/I1314596251","https://openalex.org/I168635309","https://openalex.org/I4210164862","https://openalex.org/I4405260330"],"apc_list":null,"apc_paid":null,"fwci":0.2214,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.38182632,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9991000294685364,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9991000294685364,"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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9990000128746033,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","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"}}],"keywords":[{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.6451607346534729},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6372697949409485},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6132991909980774},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.5787279009819031},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5437045097351074},{"id":"https://openalex.org/keywords/glioblastoma","display_name":"Glioblastoma","score":0.5376310348510742},{"id":"https://openalex.org/keywords/peak-signal-to-noise-ratio","display_name":"Peak signal-to-noise ratio","score":0.5056211948394775},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.4980795383453369},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.46522921323776245},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43806928396224976},{"id":"https://openalex.org/keywords/signal-to-noise-ratio","display_name":"Signal-to-noise ratio (imaging)","score":0.4288973808288574},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.39449387788772583},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3888133764266968},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.37037038803100586},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34175604581832886},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.24162551760673523},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.07425865530967712}],"concepts":[{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.6451607346534729},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6372697949409485},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6132991909980774},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.5787279009819031},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5437045097351074},{"id":"https://openalex.org/C2776194525","wikidata":"https://www.wikidata.org/wiki/Q282142","display_name":"Glioblastoma","level":2,"score":0.5376310348510742},{"id":"https://openalex.org/C154579607","wikidata":"https://www.wikidata.org/wiki/Q3373850","display_name":"Peak signal-to-noise ratio","level":3,"score":0.5056211948394775},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.4980795383453369},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46522921323776245},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43806928396224976},{"id":"https://openalex.org/C13944312","wikidata":"https://www.wikidata.org/wiki/Q7512748","display_name":"Signal-to-noise ratio (imaging)","level":2,"score":0.4288973808288574},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.39449387788772583},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3888133764266968},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.37037038803100586},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34175604581832886},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.24162551760673523},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.07425865530967712},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi52829.2022.9761425","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761425","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.4699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2020031936","https://openalex.org/W2133287637","https://openalex.org/W2133665775","https://openalex.org/W2153935912","https://openalex.org/W2604388535","https://openalex.org/W2611467245","https://openalex.org/W2742774307","https://openalex.org/W2791621240","https://openalex.org/W2795380527","https://openalex.org/W2883105305","https://openalex.org/W2917426847","https://openalex.org/W2962734274","https://openalex.org/W3034964388","https://openalex.org/W3035990856","https://openalex.org/W3157723514","https://openalex.org/W4286631596"],"related_works":["https://openalex.org/W1602805286","https://openalex.org/W4225917631","https://openalex.org/W2088686453","https://openalex.org/W4200635075","https://openalex.org/W4400475616","https://openalex.org/W2954466210","https://openalex.org/W2149738946","https://openalex.org/W2326681941","https://openalex.org/W4361251389","https://openalex.org/W2045818635"],"abstract_inverted_index":{"Deep-learning-based":[0],"Magnetic":[1],"Resonance":[2],"(MR)":[3],"imaging":[4],"models":[5],"can":[6],"reconstruct":[7],"MR":[8,16,20,48,58],"images":[9,68],"from":[10,60],"undersampled":[11],"acquisitions,":[12],"leading":[13],"to":[14,46,71,116],"expedited":[15],"examinations.":[17],"Nevertheless,":[18],"most":[19],"reconstruction":[21,152],"methods":[22],"do":[23],"not":[24,94,154],"consider":[25],"multi-visit":[26,41,85,124,151],"information":[27,42,86,97,125],"(i.e.,":[28,98],"past":[29,142],"exams)":[30],"that":[31,83,92,96,122,149],"is":[32,153],"often":[33],"available.":[34],"In":[35],"this":[36],"work,":[37],"we":[38],"investigated":[39],"whether":[40],"could":[43],"be":[44],"used":[45,54],"improve":[47],"image":[49],"reconstruction.":[50],"This":[51],"pilot":[52],"study":[53],"a":[55,61,90],"challenging":[56],"brain":[57,67],"dataset":[59],"cohort":[62],"of":[63,80,141],"glioblastoma":[64],"patients":[65],"whose":[66],"are":[69],"expected":[70],"present":[72,144],"significant":[73],"changes":[74,138],"in":[75],"between":[76,139],"exams.":[77],"The":[78],"results":[79,104],"the":[81,103,117,120,136,150,158],"model":[82,121],"leverages":[84,123],"were":[87],"compared":[88],"against":[89],"baseline":[91,118],"does":[93],"use":[95],"single-visit":[99],"reconstruction).":[100],"We":[101],"evaluated":[102],"quantitatively":[105],"using":[106],"structural":[107],"similarity":[108],"(SSIM)":[109],"and":[110,128,132,143],"peak":[111],"signal-to-noise":[112],"(pSNR)":[113],"ratio.":[114],"Compared":[115],"model,":[119],"increased":[126],"SSIM":[127],"pSNR":[129],"by":[130],"9%":[131],"6%,":[133],"respectively.":[134],"Despite":[135],"anatomical":[137],"pairs":[140],"scans,":[145],"visual":[146],"assessment":[147],"indicates":[148],"incorrectly":[155],"biased":[156],"towards":[157],"previous":[159],"scan.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-14T08:36:36.166977","created_date":"2025-10-10T00:00:00"}