{"id":"https://openalex.org/W4224951308","doi":"https://doi.org/10.1109/isbi52829.2022.9761497","title":"Data-Consistent Non-Cartesian Deep Subspace Learning for Efficient Dynamic MR Image Reconstruction","display_name":"Data-Consistent Non-Cartesian Deep Subspace Learning for Efficient Dynamic MR Image Reconstruction","publication_year":2022,"publication_date":"2022-03-28","ids":{"openalex":"https://openalex.org/W4224951308","doi":"https://doi.org/10.1109/isbi52829.2022.9761497","pmid":"https://pubmed.ncbi.nlm.nih.gov/35572068"},"language":"en","primary_location":{"id":"doi:10.1109/isbi52829.2022.9761497","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761497","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":"conference-paper","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2205.01770","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100434161","display_name":"Zihao Chen","orcid":"https://orcid.org/0000-0001-7838-4989"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]},{"id":"https://openalex.org/I4210133661","display_name":"La Jolla Bioengineering Institute","ror":"https://ror.org/03sgbh608","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210133661"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zihao Chen","raw_affiliation_strings":["Cedars-Sinai Medical Center,Biomedical Imaging Research Institute,Los Angeles,USA","Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, USA","Department of Bioengineering, UCLA, Los Angeles, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cedars-Sinai Medical Center,Biomedical Imaging Research Institute,Los Angeles,USA","institution_ids":["https://openalex.org/I1282927834"]},{"raw_affiliation_string":"Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, USA","institution_ids":["https://openalex.org/I1282927834"]},{"raw_affiliation_string":"Department of Bioengineering, UCLA, Los Angeles, USA","institution_ids":["https://openalex.org/I4210133661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100384516","display_name":"Yuhua Chen","orcid":"https://orcid.org/0000-0002-4124-1148"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]},{"id":"https://openalex.org/I4210133661","display_name":"La Jolla Bioengineering Institute","ror":"https://ror.org/03sgbh608","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210133661"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuhua Chen","raw_affiliation_strings":["Cedars-Sinai Medical Center,Biomedical Imaging Research Institute,Los Angeles,USA","Department of Bioengineering, UCLA, Los Angeles, USA","Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cedars-Sinai Medical Center,Biomedical Imaging Research Institute,Los Angeles,USA","institution_ids":["https://openalex.org/I1282927834"]},{"raw_affiliation_string":"Department of Bioengineering, UCLA, Los Angeles, USA","institution_ids":["https://openalex.org/I4210133661"]},{"raw_affiliation_string":"Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004906371","display_name":"Yibin Xie","orcid":"https://orcid.org/0000-0002-0333-567X"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yibin Xie","raw_affiliation_strings":["Cedars-Sinai Medical Center,Biomedical Imaging Research Institute,Los Angeles,USA","Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cedars-Sinai Medical Center,Biomedical Imaging Research Institute,Los Angeles,USA","institution_ids":["https://openalex.org/I1282927834"]},{"raw_affiliation_string":"Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101930940","display_name":"Debiao Li","orcid":"https://orcid.org/0000-0001-8560-8231"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]},{"id":"https://openalex.org/I4210133661","display_name":"La Jolla Bioengineering Institute","ror":"https://ror.org/03sgbh608","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210133661"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Debiao Li","raw_affiliation_strings":["Cedars-Sinai Medical Center,Biomedical Imaging Research Institute,Los Angeles,USA","Department of Bioengineering, UCLA, Los Angeles, USA","Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cedars-Sinai Medical Center,Biomedical Imaging Research Institute,Los Angeles,USA","institution_ids":["https://openalex.org/I1282927834"]},{"raw_affiliation_string":"Department of Bioengineering, UCLA, Los Angeles, USA","institution_ids":["https://openalex.org/I4210133661"]},{"raw_affiliation_string":"Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104962456","display_name":"Anthony Christodoulou","orcid":"https://orcid.org/0000-0002-9334-8684"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]},{"id":"https://openalex.org/I4210133661","display_name":"La Jolla Bioengineering Institute","ror":"https://ror.org/03sgbh608","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210133661"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anthony G. Christodoulou","raw_affiliation_strings":["Cedars-Sinai Medical Center,Biomedical Imaging Research Institute,Los Angeles,USA","Department of Bioengineering, UCLA, Los Angeles, USA","Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cedars-Sinai Medical Center,Biomedical Imaging Research Institute,Los Angeles,USA","institution_ids":["https://openalex.org/I1282927834"]},{"raw_affiliation_string":"Department of Bioengineering, UCLA, Los Angeles, USA","institution_ids":["https://openalex.org/I4210133661"]},{"raw_affiliation_string":"Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, USA","institution_ids":["https://openalex.org/I1282927834"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2022","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":1.0,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9998000264167786,"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/T11993","display_name":"Atomic and Subatomic Physics Research","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.8193715810775757},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.8035275936126709},{"id":"https://openalex.org/keywords/cartesian-coordinate-system","display_name":"Cartesian coordinate system","score":0.6865570545196533},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6295967102050781},{"id":"https://openalex.org/keywords/conjugate-gradient-method","display_name":"Conjugate gradient method","score":0.587531566619873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5726016759872437},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4880160391330719},{"id":"https://openalex.org/keywords/iterative-method","display_name":"Iterative method","score":0.4726012349128723},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.46790987253189087},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4538404643535614},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.43604645133018494},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3812490403652191},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.29629403352737427},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.07022535800933838}],"concepts":[{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.8193715810775757},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.8035275936126709},{"id":"https://openalex.org/C16038011","wikidata":"https://www.wikidata.org/wiki/Q62912","display_name":"Cartesian coordinate system","level":2,"score":0.6865570545196533},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6295967102050781},{"id":"https://openalex.org/C81184566","wikidata":"https://www.wikidata.org/wiki/Q1191895","display_name":"Conjugate gradient method","level":2,"score":0.587531566619873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5726016759872437},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4880160391330719},{"id":"https://openalex.org/C159694833","wikidata":"https://www.wikidata.org/wiki/Q2321565","display_name":"Iterative method","level":2,"score":0.4726012349128723},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.46790987253189087},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4538404643535614},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.43604645133018494},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3812490403652191},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.29629403352737427},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.07022535800933838}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/isbi52829.2022.9761497","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761497","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"},{"id":"pmid:35572068","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35572068","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":"Proceedings. IEEE International Symposium on Biomedical Imaging","raw_type":null},{"id":"pmh:oai:arXiv.org:2205.01770","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2205.01770","pdf_url":"https://arxiv.org/pdf/2205.01770","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:escholarship.org:ark:/13030/qt8kd5947w","is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/8kd5947w","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9104888","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9104888","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":"Proc IEEE Int Symp Biomed Imaging","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2205.01770","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2205.01770","pdf_url":"https://arxiv.org/pdf/2205.01770","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G8197374496","display_name":null,"funder_award_id":"R01 EB028146","funder_id":"https://openalex.org/F4320337363","funder_display_name":"National Institute of Biomedical Imaging and Bioengineering"}],"funders":[{"id":"https://openalex.org/F4320337363","display_name":"National Institute of Biomedical Imaging and Bioengineering","ror":"https://ror.org/00372qc85"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1999795676","https://openalex.org/W2008257035","https://openalex.org/W2099944953","https://openalex.org/W2101675075","https://openalex.org/W2117546700","https://openalex.org/W2144288697","https://openalex.org/W2442117232","https://openalex.org/W2510165053","https://openalex.org/W2594014149","https://openalex.org/W2606182999","https://openalex.org/W2611467245","https://openalex.org/W2756814320","https://openalex.org/W2773850766","https://openalex.org/W2778924750","https://openalex.org/W2797196654","https://openalex.org/W2901620844","https://openalex.org/W2968977272","https://openalex.org/W2977971164","https://openalex.org/W2979777324","https://openalex.org/W2990570599","https://openalex.org/W3003441641","https://openalex.org/W3015567121","https://openalex.org/W3045099931","https://openalex.org/W3100730608","https://openalex.org/W3125800648","https://openalex.org/W3126904093","https://openalex.org/W3127154058","https://openalex.org/W3133689921","https://openalex.org/W3138105406","https://openalex.org/W3165230288","https://openalex.org/W3166181164","https://openalex.org/W4226199202","https://openalex.org/W6639824700"],"related_works":["https://openalex.org/W1980381208","https://openalex.org/W2138031928","https://openalex.org/W1230139712","https://openalex.org/W2980404785","https://openalex.org/W2107386309","https://openalex.org/W2545869789","https://openalex.org/W2141090006","https://openalex.org/W1964555484","https://openalex.org/W3048932468","https://openalex.org/W2148504016"],"abstract_inverted_index":{"Non-Cartesian":[0],"sampling":[1],"with":[2,28,86],"subspace-constrained":[3],"image":[4,30,58],"reconstruction":[5,16,27,121,133],"is":[6],"a":[7,46,72,77,83],"popular":[8],"approach":[9],"to":[10,91,107],"dynamic":[11,56],"MRI,":[12],"but":[13,32],"slow":[14],"iterative":[15,136],"limits":[17],"its":[18],"clinical":[19],"application.":[20],"Data-consistent":[21],"(DC)":[22],"deep":[23,49],"learning":[24,51],"can":[25],"accelerate":[26],"good":[29],"quality,":[31],"has":[33],"not":[34],"been":[35],"formulated":[36],"for":[37,53,95],"non-Cartesian":[38,48],"subspace":[39,50],"imaging.":[40],"In":[41],"this":[42],"study,":[43],"we":[44],"propose":[45],"DC":[47,62,89],"framework":[52,118],"fast,":[54],"accurate":[55],"MR":[57,97],"reconstruction.":[59,137],"Four":[60],"novel":[61],"formulations":[63],"are":[64],"developed":[65],"and":[66,76,87],"evaluated:":[67],"two":[68],"gradient":[69,79],"decent":[70],"approaches,":[71],"directly":[73],"solved":[74],"approach,":[75],"conjugate":[78],"approach.":[80],"We":[81],"applied":[82],"U-Net":[84,125],"model":[85,126],"without":[88,127],"layers":[90],"reconstruct":[92],"T1-weighted":[93],"images":[94],"cardiac":[96],"Multitasking":[98],"(an":[99],"advanced":[100],"multidimensional":[101],"imaging":[102],"method),":[103],"comparing":[104],"our":[105],"results":[106,113],"the":[108,116,124,132],"iteratively":[109],"reconstructed":[110],"reference.":[111],"Experimental":[112],"show":[114],"that":[115],"proposed":[117],"significantly":[119,130],"improves":[120],"accuracy":[122],"over":[123,134],"DC,":[128],"while":[129],"accelerating":[131],"conventional":[135]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}
