{"id":"https://openalex.org/W2442117232","doi":"https://doi.org/10.1109/isbi.2016.7493320","title":"Accelerating magnetic resonance imaging via deep learning","display_name":"Accelerating magnetic resonance imaging via deep learning","publication_year":2016,"publication_date":"2016-04-01","ids":{"openalex":"https://openalex.org/W2442117232","doi":"https://doi.org/10.1109/isbi.2016.7493320","mag":"2442117232","pmid":"https://pubmed.ncbi.nlm.nih.gov/31709031"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2016.7493320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2016.7493320","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100406237","display_name":"Shanshan Wang","orcid":"https://orcid.org/0000-0002-0575-6523"},"institutions":[{"id":"https://openalex.org/I4210118047","display_name":"Laboratoire d\u2019Imagerie Biom\u00e9dicale","ror":"https://ror.org/02b9znm90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210096427","https://openalex.org/I4210118047"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Shanshan Wang","raw_affiliation_strings":["Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, CAS, Shenzhen, P.R.China","Paul C. Lauterbur Research Center for Biomedical Imaging, CAS, Shenzhen, P.R.China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, CAS, Shenzhen, P.R.China","institution_ids":["https://openalex.org/I4210118047"]},{"raw_affiliation_string":"Paul C. Lauterbur Research Center for Biomedical Imaging, CAS, Shenzhen, P.R.China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005504082","display_name":"Zhenghang Su","orcid":null},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenghang Su","raw_affiliation_strings":["School of Information Technologies, Guangdong University of Technology, Guangzhou, P.R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technologies, Guangdong University of Technology, Guangzhou, P.R. China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075561442","display_name":"Leslie Ying","orcid":"https://orcid.org/0000-0001-9801-1362"},"institutions":[{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Leslie Ying","raw_affiliation_strings":["Department of Biomedical Engineering and Department of Electrical Engineering, The State University of New York, Buffalo, New York 14260, USA","Department of Biomedical Engineering, The State University of New York, Buffalo, New York, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering and Department of Electrical Engineering, The State University of New York, Buffalo, New York 14260, USA","institution_ids":["https://openalex.org/I63190737"]},{"raw_affiliation_string":"Department of Biomedical Engineering, The State University of New York, Buffalo, New York, USA","institution_ids":["https://openalex.org/I63190737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101622048","display_name":"Xi Peng","orcid":"https://orcid.org/0000-0003-1898-9964"},"institutions":[{"id":"https://openalex.org/I4210118047","display_name":"Laboratoire d\u2019Imagerie Biom\u00e9dicale","ror":"https://ror.org/02b9znm90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210096427","https://openalex.org/I4210118047"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Xi Peng","raw_affiliation_strings":["Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, CAS, Shenzhen, P.R.China","Paul C. Lauterbur Research Center for Biomedical Imaging, CAS, Shenzhen, P.R.China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, CAS, Shenzhen, P.R.China","institution_ids":["https://openalex.org/I4210118047"]},{"raw_affiliation_string":"Paul C. Lauterbur Research Center for Biomedical Imaging, CAS, Shenzhen, P.R.China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108579886","display_name":"Shun Zhu","orcid":"https://orcid.org/0009-0009-1926-2610"},"institutions":[{"id":"https://openalex.org/I4210118047","display_name":"Laboratoire d\u2019Imagerie Biom\u00e9dicale","ror":"https://ror.org/02b9znm90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210096427","https://openalex.org/I4210118047"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Shun Zhu","raw_affiliation_strings":["Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, CAS, Shenzhen, P.R.China","Paul C. Lauterbur Research Center for Biomedical Imaging, CAS, Shenzhen, P.R.China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, CAS, Shenzhen, P.R.China","institution_ids":["https://openalex.org/I4210118047"]},{"raw_affiliation_string":"Paul C. Lauterbur Research Center for Biomedical Imaging, CAS, Shenzhen, P.R.China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071868053","display_name":"Feng Liang","orcid":"https://orcid.org/0000-0002-4173-3003"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Liang","raw_affiliation_strings":["Department of Industrial Engineering, NanKai University, Tianjin, P.R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, NanKai University, Tianjin, P.R. China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068891693","display_name":"Dagan Feng","orcid":"https://orcid.org/0000-0002-3381-214X"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dagan Feng","raw_affiliation_strings":["School of Information Technologies, University of Sydney, Sydney, NSW 2006, Australia","School of Information Technologies, University of Sydney, Sydney, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technologies, University of Sydney, Sydney, NSW 2006, Australia","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"School of Information Technologies, University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025474414","display_name":"Dong Liang","orcid":"https://orcid.org/0000-0001-6257-0875"},"institutions":[{"id":"https://openalex.org/I4210118047","display_name":"Laboratoire d\u2019Imagerie Biom\u00e9dicale","ror":"https://ror.org/02b9znm90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210096427","https://openalex.org/I4210118047"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Dong Liang","raw_affiliation_strings":["Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, CAS, Shenzhen, P.R.China","Paul C. Lauterbur Research Center for Biomedical Imaging, CAS, Shenzhen, P.R.China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, CAS, Shenzhen, P.R.China","institution_ids":["https://openalex.org/I4210118047"]},{"raw_affiliation_string":"Paul C. Lauterbur Research Center for Biomedical Imaging, CAS, Shenzhen, P.R.China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":839,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2016","issue":null,"first_page":"514","last_page":"517"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9986000061035156,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9983999729156494,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7376525402069092},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7283937931060791},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7144852876663208},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.6756187081336975},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6005441546440125},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5499711036682129},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5293218493461609},{"id":"https://openalex.org/keywords/real-time-mri","display_name":"Real-time MRI","score":0.4957757890224457},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.4716467261314392},{"id":"https://openalex.org/keywords/line","display_name":"Line (geometry)","score":0.4421749413013458},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4267330765724182},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38517341017723083},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0915864109992981}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7376525402069092},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7283937931060791},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7144852876663208},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.6756187081336975},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6005441546440125},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5499711036682129},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5293218493461609},{"id":"https://openalex.org/C157787499","wikidata":"https://www.wikidata.org/wiki/Q13479657","display_name":"Real-time MRI","level":3,"score":0.4957757890224457},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.4716467261314392},{"id":"https://openalex.org/C198352243","wikidata":"https://www.wikidata.org/wiki/Q37105","display_name":"Line (geometry)","level":2,"score":0.4421749413013458},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4267330765724182},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38517341017723083},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0915864109992981},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/isbi.2016.7493320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2016.7493320","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmid:31709031","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31709031","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:europepmc.org:5803981","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6839781","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4319233004","display_name":null,"funder_award_id":"R21 EB020861","funder_id":"https://openalex.org/F4320337363","funder_display_name":"National Institute of Biomedical Imaging and Bioengineering"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"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":19,"referenced_works":["https://openalex.org/W54257720","https://openalex.org/W1970948570","https://openalex.org/W1983364832","https://openalex.org/W1983804050","https://openalex.org/W1999795676","https://openalex.org/W2027895669","https://openalex.org/W2047544187","https://openalex.org/W2056469265","https://openalex.org/W2103885861","https://openalex.org/W2112910956","https://openalex.org/W2116581540","https://openalex.org/W2117406892","https://openalex.org/W2123099218","https://openalex.org/W2156739854","https://openalex.org/W2159351663","https://openalex.org/W2160978899","https://openalex.org/W2163837007","https://openalex.org/W2952677200","https://openalex.org/W6678415854"],"related_works":["https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3167935049","https://openalex.org/W3029198973","https://openalex.org/W2344831632","https://openalex.org/W3080267150","https://openalex.org/W4293253204","https://openalex.org/W4385543058"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3,14],"deep":[4],"learning":[5],"approach":[6],"for":[7,87],"accelerating":[8],"magnetic":[9],"resonance":[10],"imaging":[11],"(MRI)":[12],"using":[13],"large":[15],"number":[16],"of":[17,58,83],"existing":[18],"high":[19],"quality":[20],"MR":[21,43,77],"images":[22,44],"as":[23],"the":[24,38,42,84],"training":[25],"datasets.":[26],"An":[27],"off-line":[28],"convolutional":[29],"neural":[30],"network":[31,53],"is":[32,54,65],"designed":[33],"and":[34,48,62,89],"trained":[35],"to":[36],"identify":[37],"mapping":[39],"relationship":[40],"between":[41],"obtained":[45],"from":[46],"zero-filled":[47],"fully-sampled":[49],"k-space":[50],"data.":[51],"The":[52],"not":[55],"only":[56],"capable":[57],"restoring":[59],"fine":[60],"structures":[61],"details":[63],"but":[64],"also":[66],"compatible":[67],"with":[68],"online":[69],"constrained":[70],"reconstruction":[71],"methods.":[72],"Experimental":[73],"results":[74],"on":[75],"real":[76],"data":[78],"have":[79],"shown":[80],"encouraging":[81],"performance":[82],"proposed":[85],"method":[86],"efficient":[88],"effective":[90],"imaging.":[91]},"counts_by_year":[{"year":2026,"cited_by_count":16},{"year":2025,"cited_by_count":66},{"year":2024,"cited_by_count":96},{"year":2023,"cited_by_count":96},{"year":2022,"cited_by_count":104},{"year":2021,"cited_by_count":131},{"year":2020,"cited_by_count":125},{"year":2019,"cited_by_count":110},{"year":2018,"cited_by_count":59},{"year":2017,"cited_by_count":31},{"year":2016,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}