{"id":"https://openalex.org/W3035596626","doi":"https://doi.org/10.1109/jstsp.2020.3001737","title":"Prior-Guided Image Reconstruction for Accelerated Multi-Contrast MRI via Generative Adversarial Networks","display_name":"Prior-Guided Image Reconstruction for Accelerated Multi-Contrast MRI via Generative Adversarial Networks","publication_year":2020,"publication_date":"2020-06-11","ids":{"openalex":"https://openalex.org/W3035596626","doi":"https://doi.org/10.1109/jstsp.2020.3001737","mag":"3035596626"},"language":"en","primary_location":{"id":"doi:10.1109/jstsp.2020.3001737","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstsp.2020.3001737","pdf_url":null,"source":{"id":"https://openalex.org/S42167783","display_name":"IEEE Journal of Selected Topics in Signal Processing","issn_l":"1932-4553","issn":["1932-4553","1941-0484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Signal Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://repository.bilkent.edu.tr/bitstreams/afc93985-9b09-4b3c-bfff-fc8f361c8a78/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088175232","display_name":"Salman Ul Hassan Dar","orcid":null},"institutions":[{"id":"https://openalex.org/I168864056","display_name":"Bilkent University","ror":"https://ror.org/02vh8a032","country_code":"TR","type":"education","lineage":["https://openalex.org/I168864056"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Salman U.H. Dar","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Bilkent University, Bilkent, Ankara, Turkey","National Magnetic Resonance Research Center (UMRAM), Bilkent University, Bilkent, Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Bilkent University, Bilkent, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"National Magnetic Resonance Research Center (UMRAM), Bilkent University, Bilkent, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076735410","display_name":"Mahmut Yurt","orcid":"https://orcid.org/0000-0003-3280-4217"},"institutions":[{"id":"https://openalex.org/I168864056","display_name":"Bilkent University","ror":"https://ror.org/02vh8a032","country_code":"TR","type":"education","lineage":["https://openalex.org/I168864056"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mahmut Yurt","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Bilkent University, Bilkent, Ankara, Turkey","National Magnetic Resonance Research Center (UMRAM), Bilkent University, Bilkent, Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Bilkent University, Bilkent, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"National Magnetic Resonance Research Center (UMRAM), Bilkent University, Bilkent, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034218015","display_name":"Mo Shahdloo","orcid":"https://orcid.org/0000-0003-1935-3845"},"institutions":[{"id":"https://openalex.org/I168864056","display_name":"Bilkent University","ror":"https://ror.org/02vh8a032","country_code":"TR","type":"education","lineage":["https://openalex.org/I168864056"]},{"id":"https://openalex.org/I4210101881","display_name":"Wellcome Centre for Integrative Neuroimaging","ror":"https://ror.org/0172mzb45","country_code":"GB","type":"facility","lineage":["https://openalex.org/I40120149","https://openalex.org/I4210101881","https://openalex.org/I87048295"]}],"countries":["GB","TR"],"is_corresponding":false,"raw_author_name":"Mohammad Shahdloo","raw_affiliation_strings":["National Magnetic Resonance Research Center (UMRAM), Bilkent University, Ankara, Turkey","Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford, U.K"],"raw_orcid":"https://orcid.org/0000-0003-1935-3845","affiliations":[{"raw_affiliation_string":"National Magnetic Resonance Research Center (UMRAM), Bilkent University, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford, U.K","institution_ids":["https://openalex.org/I4210101881"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074433969","display_name":"M. Emrullah Ildiz","orcid":"https://orcid.org/0000-0001-7367-1487"},"institutions":[{"id":"https://openalex.org/I168864056","display_name":"Bilkent University","ror":"https://ror.org/02vh8a032","country_code":"TR","type":"education","lineage":["https://openalex.org/I168864056"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Muhammed Emrullah Ildiz","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Bilkent University, Bilkent, Ankara, Turkey","National Magnetic Resonance Research Center (UMRAM), Bilkent University, Bilkent, Ankara, Turkey"],"raw_orcid":"https://orcid.org/0000-0001-7367-1487","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Bilkent University, Bilkent, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"National Magnetic Resonance Research Center (UMRAM), Bilkent University, Bilkent, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023626233","display_name":"Berk T\u0131naz","orcid":"https://orcid.org/0000-0002-5498-5824"},"institutions":[{"id":"https://openalex.org/I168864056","display_name":"Bilkent University","ror":"https://ror.org/02vh8a032","country_code":"TR","type":"education","lineage":["https://openalex.org/I168864056"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Berk Tinaz","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Bilkent University, Bilkent, Ankara, Turkey","National Magnetic Resonance Research Center (UMRAM), Bilkent University, Bilkent, Ankara, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-5498-5824","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Bilkent University, Bilkent, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"National Magnetic Resonance Research Center (UMRAM), Bilkent University, Bilkent, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032375235","display_name":"Tolga \u00c7ukur","orcid":"https://orcid.org/0000-0002-2296-851X"},"institutions":[{"id":"https://openalex.org/I168864056","display_name":"Bilkent University","ror":"https://ror.org/02vh8a032","country_code":"TR","type":"education","lineage":["https://openalex.org/I168864056"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Tolga Cukur","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Bilkent University, Bilkent, Ankara, Turkey","National Magnetic Resonance Research Center (UMRAM), Bilkent University, Bilkent, Ankara, Turkey","Neuroscience Program, Bilkent University, Ankara, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-2296-851X","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Bilkent University, Bilkent, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"National Magnetic Resonance Research Center (UMRAM), Bilkent University, Bilkent, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"Neuroscience Program, Bilkent University, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.9146,"has_fulltext":true,"cited_by_count":162,"citation_normalized_percentile":{"value":0.98852961,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"14","issue":"6","first_page":"1072","last_page":"1087"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9983000159263611,"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/T11183","display_name":"Advanced X-ray Imaging Techniques","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"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/contrast","display_name":"Contrast (vision)","score":0.7478147149085999},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7093808054924011},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6456862688064575},{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.5799697041511536},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.5774383544921875},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.5472476482391357},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.45121410489082336},{"id":"https://openalex.org/keywords/compressed-sensing","display_name":"Compressed sensing","score":0.44625550508499146},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4387584328651428},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.4200751483440399},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.28899627923965454},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.1052025854587555}],"concepts":[{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.7478147149085999},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7093808054924011},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6456862688064575},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.5799697041511536},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.5774383544921875},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.5472476482391357},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.45121410489082336},{"id":"https://openalex.org/C124851039","wikidata":"https://www.wikidata.org/wiki/Q2665459","display_name":"Compressed sensing","level":2,"score":0.44625550508499146},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4387584328651428},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4200751483440399},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.28899627923965454},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.1052025854587555}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/jstsp.2020.3001737","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstsp.2020.3001737","pdf_url":null,"source":{"id":"https://openalex.org/S42167783","display_name":"IEEE Journal of Selected Topics in Signal Processing","issn_l":"1932-4553","issn":["1932-4553","1941-0484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Signal Processing","raw_type":"journal-article"},{"id":"pmh:oai:repository.bilkent.edu.tr:11693/75427","is_oa":true,"landing_page_url":"http://hdl.handle.net/11693/75427","pdf_url":"https://repository.bilkent.edu.tr/bitstreams/afc93985-9b09-4b3c-bfff-fc8f361c8a78/download","source":{"id":"https://openalex.org/S4306400079","display_name":"Bilkent University Institutional Repository (Bilkent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I168864056","host_organization_name":"Bilkent University","host_organization_lineage":["https://openalex.org/I168864056"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal on Selected Topics in Signal Processing","raw_type":"Article"},{"id":"pmh:oai:ora.ox.ac.uk:uuid:fed6252a-7c74-491d-bbf3-7df1f0c7400d","is_oa":false,"landing_page_url":"https://ora.ox.ac.uk/objects/uuid:fed6252a-7c74-491d-bbf3-7df1f0c7400d","pdf_url":null,"source":{"id":"https://openalex.org/S4306402636","display_name":"Oxford University Research Archive (ORA) (University of Oxford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40120149","host_organization_name":"University of Oxford","host_organization_lineage":["https://openalex.org/I40120149"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symplectic Elements","raw_type":"Journal article"}],"best_oa_location":{"id":"pmh:oai:repository.bilkent.edu.tr:11693/75427","is_oa":true,"landing_page_url":"http://hdl.handle.net/11693/75427","pdf_url":"https://repository.bilkent.edu.tr/bitstreams/afc93985-9b09-4b3c-bfff-fc8f361c8a78/download","source":{"id":"https://openalex.org/S4306400079","display_name":"Bilkent University Institutional Repository (Bilkent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I168864056","host_organization_name":"Bilkent University","host_organization_lineage":["https://openalex.org/I168864056"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal on Selected Topics in Signal Processing","raw_type":"Article"},"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G3988616227","display_name":null,"funder_award_id":"TUBITAK 1001","funder_id":"https://openalex.org/F4320322626","funder_display_name":"T\u00fcrkiye Bilimsel ve Teknolojik Ara\u015ft\u0131rma Kurumu"},{"id":"https://openalex.org/G4978414697","display_name":"\u00c7oklu Kontrast Manyetik Rezonans G\u00f6r\u00fcnt\u00fclemedeGeri\u00e7at\u0131m ve Sentez i\u00e7in Derin \u00d6\u011frenme Teknikleri","funder_award_id":"118E256","funder_id":"https://openalex.org/F4320322626","funder_display_name":"T\u00fcrkiye Bilimsel ve Teknolojik Ara\u015ft\u0131rma Kurumu"},{"id":"https://openalex.org/G6576580157","display_name":null,"funder_award_id":"IG 3028","funder_id":"https://openalex.org/F4320307844","funder_display_name":"European Molecular Biology Organization"}],"funders":[{"id":"https://openalex.org/F4320307844","display_name":"European Molecular Biology Organization","ror":"https://ror.org/04wfr2810"},{"id":"https://openalex.org/F4320309480","display_name":"Nvidia","ror":"https://ror.org/03jdj4y14"},{"id":"https://openalex.org/F4320322626","display_name":"T\u00fcrkiye Bilimsel ve Teknolojik Ara\u015ft\u0131rma Kurumu","ror":"https://ror.org/04w9kkr77"},{"id":"https://openalex.org/F4320332600","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3035596626.pdf","grobid_xml":"https://content.openalex.org/works/W3035596626.grobid-xml"},"referenced_works_count":105,"referenced_works":["https://openalex.org/W2526871","https://openalex.org/W89893565","https://openalex.org/W196933601","https://openalex.org/W1522301498","https://openalex.org/W1606467544","https://openalex.org/W1710476689","https://openalex.org/W1794421049","https://openalex.org/W1972898607","https://openalex.org/W1979775925","https://openalex.org/W1983060851","https://openalex.org/W2003271614","https://openalex.org/W2029816571","https://openalex.org/W2047544187","https://openalex.org/W2052644075","https://openalex.org/W2069239049","https://openalex.org/W2101675075","https://openalex.org/W2111388536","https://openalex.org/W2117539524","https://openalex.org/W2117649283","https://openalex.org/W2132103497","https://openalex.org/W2134884567","https://openalex.org/W2148726987","https://openalex.org/W2168668658","https://openalex.org/W2175928462","https://openalex.org/W2208819768","https://openalex.org/W2281493160","https://openalex.org/W2331128040","https://openalex.org/W2343351126","https://openalex.org/W2397287600","https://openalex.org/W2442117232","https://openalex.org/W2461164258","https://openalex.org/W2502312327","https://openalex.org/W2517395172","https://openalex.org/W2523213734","https://openalex.org/W2552808051","https://openalex.org/W2593414223","https://openalex.org/W2594014149","https://openalex.org/W2604388535","https://openalex.org/W2611467245","https://openalex.org/W2612585477","https://openalex.org/W2751040220","https://openalex.org/W2751812122","https://openalex.org/W2753305843","https://openalex.org/W2757509933","https://openalex.org/W2767044624","https://openalex.org/W2770205545","https://openalex.org/W2773119425","https://openalex.org/W2778924750","https://openalex.org/W2785028785","https://openalex.org/W2791621240","https://openalex.org/W2796670799","https://openalex.org/W2800433434","https://openalex.org/W2801285442","https://openalex.org/W2807246925","https://openalex.org/W2809374262","https://openalex.org/W2883105305","https://openalex.org/W2884442510","https://openalex.org/W2889995282","https://openalex.org/W2902828227","https://openalex.org/W2907500450","https://openalex.org/W2908880179","https://openalex.org/W2914057844","https://openalex.org/W2950936580","https://openalex.org/W2962793481","https://openalex.org/W2962932373","https://openalex.org/W2963768110","https://openalex.org/W2964024004","https://openalex.org/W2964121744","https://openalex.org/W2964293140","https://openalex.org/W2964308363","https://openalex.org/W2966112844","https://openalex.org/W2978111064","https://openalex.org/W2979387929","https://openalex.org/W2985713198","https://openalex.org/W2996927594","https://openalex.org/W3009994569","https://openalex.org/W3095180059","https://openalex.org/W3100694778","https://openalex.org/W3101674918","https://openalex.org/W3105403262","https://openalex.org/W4210352771","https://openalex.org/W4235770099","https://openalex.org/W4249760698","https://openalex.org/W4288102832","https://openalex.org/W4295095365","https://openalex.org/W4298634571","https://openalex.org/W6600093688","https://openalex.org/W6603620145","https://openalex.org/W6631190155","https://openalex.org/W6637568146","https://openalex.org/W6702130928","https://openalex.org/W6724804524","https://openalex.org/W6727236562","https://openalex.org/W6729455701","https://openalex.org/W6743839119","https://openalex.org/W6746155205","https://openalex.org/W6747984852","https://openalex.org/W6750948131","https://openalex.org/W6752888159","https://openalex.org/W6753657270","https://openalex.org/W6757227338","https://openalex.org/W6761595417","https://openalex.org/W6766590910","https://openalex.org/W6768618577","https://openalex.org/W6770031803"],"related_works":["https://openalex.org/W4386190339","https://openalex.org/W2888032422","https://openalex.org/W2896778670","https://openalex.org/W2996316059","https://openalex.org/W4377980832","https://openalex.org/W2897769091","https://openalex.org/W2845413374","https://openalex.org/W3005996785","https://openalex.org/W4297411772","https://openalex.org/W4235873501"],"abstract_inverted_index":{"Multi-contrast":[0],"MRI":[1,165,200],"acquisitions":[2,38,106],"of":[3,9,36,41,85,103,119,159,176,198],"an":[4],"anatomy":[5],"enrich":[6],"the":[7,83,89,117,134,145,173,177,193],"magnitude":[8],"information":[10],"available":[11,132,143],"for":[12,30,100],"diagnosis.":[13],"Yet,":[14,56],"excessive":[15],"scan":[16,32,196],"times":[17],"associated":[18],"with":[19,64],"additional":[20],"contrasts":[21],"may":[22],"be":[23],"a":[24,97],"limiting":[25],"factor.":[26],"Two":[27],"mainstream":[28],"frameworks":[29],"enhanced":[31],"efficiency":[33,197],"are":[34],"reconstruction":[35,57,122,183],"undersampled":[37,104,146],"and":[39,153,170,184,195],"synthesis":[40,71,124,185],"missing":[42],"acquisitions.":[43],"Recently,":[44],"deep":[45],"learning":[46],"methods":[47],"have":[48],"enabled":[49],"significant":[50],"performance":[51,58,175],"improvements":[52],"in":[53,133,144],"both":[54],"frameworks.":[55],"decreases":[59],"towards":[60],"higher":[61],"acceleration":[62],"factors":[63],"diminished":[65],"sampling":[66],"density":[67],"at":[68],"high-spatial-frequencies,":[69],"whereas":[70],"can":[72,190],"manifest":[73],"artefactual":[74],"sensitivity":[75],"or":[76,123],"insensitivity":[77],"to":[78,82,137,149,156,181],"image":[79],"features":[80],"due":[81],"absence":[84],"data":[86],"samples":[87],"from":[88,167],"target":[90,147],"contrast.":[91],"In":[92],"this":[93],"article,":[94],"we":[95],"propose":[96],"new":[98],"approach":[99],"synergistic":[101],"recovery":[102,158],"multi-contrast":[105,199],"based":[107],"on":[108,163],"conditional":[109],"generative":[110],"adversarial":[111],"networks.":[112],"The":[113,187],"proposed":[114,178,188],"method":[115,179,189],"mitigates":[116],"limitations":[118],"pure":[120,182],"learning-based":[121],"by":[125],"utilizing":[126],"three":[127],"priors:":[128],"shared":[129],"high-frequency":[130],"prior":[131,142,155],"source":[135],"contrast":[136,148],"preserve":[138],"high-spatial-frequency":[139],"details,":[140],"low-frequency":[141],"prevent":[150],"feature":[151],"leakage/loss,":[152],"perceptual":[154],"improve":[157,192],"high-level":[160],"features.":[161],"Demonstrations":[162],"brain":[164],"datasets":[166],"healthy":[168],"subjects":[169],"patients":[171],"indicate":[172],"superior":[174],"compared":[180],"methods.":[186],"help":[191],"quality":[194],"exams.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":25},{"year":2024,"cited_by_count":35},{"year":2023,"cited_by_count":27},{"year":2022,"cited_by_count":30},{"year":2021,"cited_by_count":37},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}