{"id":"https://openalex.org/W4393145111","doi":"https://doi.org/10.1109/tmi.2024.3381610","title":"Correlated and Multi-Frequency Diffusion Modeling for Highly Under-Sampled MRI Reconstruction","display_name":"Correlated and Multi-Frequency Diffusion Modeling for Highly Under-Sampled MRI Reconstruction","publication_year":2024,"publication_date":"2024-03-25","ids":{"openalex":"https://openalex.org/W4393145111","doi":"https://doi.org/10.1109/tmi.2024.3381610","pmid":"https://pubmed.ncbi.nlm.nih.gov/38526886"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2024.3381610","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3381610","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Transactions on Medical Imaging","raw_type":"journal-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/A5100782390","display_name":"Yu Guan","orcid":"https://orcid.org/0000-0002-5297-7273"},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Guan","raw_affiliation_strings":["School of Mathematics and Computer Sciences, Nanchang University, Nanchang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Computer Sciences, Nanchang University, Nanchang, China","institution_ids":["https://openalex.org/I141649914"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005296702","display_name":"Chuanming Yu","orcid":"https://orcid.org/0000-0002-1345-0778"},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuanming Yu","raw_affiliation_strings":["School of Mathematics and Computer Sciences, Nanchang University, Nanchang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Computer Sciences, Nanchang University, Nanchang, China","institution_ids":["https://openalex.org/I141649914"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023484910","display_name":"Zhuo\u2010Xu Cui","orcid":"https://orcid.org/0000-0001-9283-881X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuoxu Cui","raw_affiliation_strings":["Research Center for Medical AI, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","Shenzhen Institutes of Advanced Technology, Research Center for Medical AI, Chinese Academy of Sciences, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-9283-881X","affiliations":[{"raw_affiliation_string":"Research Center for Medical AI, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Institutes of Advanced Technology, Research Center for Medical AI, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084445506","display_name":"Huilin Zhou","orcid":"https://orcid.org/0000-0002-5350-0012"},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huilin Zhou","raw_affiliation_strings":["School of Information Engineering, Nanchang University, Nanchang, China"],"raw_orcid":"https://orcid.org/0000-0002-5350-0012","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Nanchang University, Nanchang, China","institution_ids":["https://openalex.org/I141649914"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057647276","display_name":"Qiegen Liu","orcid":"https://orcid.org/0000-0003-4717-2283"},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiegen Liu","raw_affiliation_strings":["School of Information Engineering, Nanchang University, Nanchang, China"],"raw_orcid":"https://orcid.org/0000-0003-4717-2283","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Nanchang University, Nanchang, China","institution_ids":["https://openalex.org/I141649914"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.7639,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.96949087,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"43","issue":"10","first_page":"3490","last_page":"3502"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9969000220298767,"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":0.9969000220298767,"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":0.9961000084877014,"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/T11885","display_name":"MRI in cancer diagnosis","score":0.9954000115394592,"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/computer-science","display_name":"Computer science","score":0.7283067107200623},{"id":"https://openalex.org/keywords/frequency-domain","display_name":"Frequency domain","score":0.6307744383811951},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.6104262471199036},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5988900661468506},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5399688482284546},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4977567493915558},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.4718204438686371},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4693528115749359},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4444882273674011},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4292735457420349},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33797234296798706}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7283067107200623},{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.6307744383811951},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.6104262471199036},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5988900661468506},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5399688482284546},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4977567493915558},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.4718204438686371},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4693528115749359},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4444882273674011},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4292735457420349},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33797234296798706},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"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":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2024.3381610","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3381610","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:38526886","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38526886","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":"IEEE transactions on medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4210998868","display_name":null,"funder_award_id":"62161027","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8566080081","display_name":null,"funder_award_id":"62122033","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G925528142","display_name":null,"funder_award_id":"20212BBE53001","funder_id":"https://openalex.org/F4320327780","funder_display_name":"Key Research and Development Program of Jiangxi Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327780","display_name":"Key Research and Development Program of Jiangxi Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1497904071","https://openalex.org/W1758598986","https://openalex.org/W1959447026","https://openalex.org/W1987418227","https://openalex.org/W2022590658","https://openalex.org/W2056775112","https://openalex.org/W2101675075","https://openalex.org/W2111388536","https://openalex.org/W2132122471","https://openalex.org/W2153173219","https://openalex.org/W2158537680","https://openalex.org/W2594792458","https://openalex.org/W3092530614","https://openalex.org/W3161947941","https://openalex.org/W3205399766","https://openalex.org/W4233764193","https://openalex.org/W4249760698","https://openalex.org/W4250955649","https://openalex.org/W4296057829","https://openalex.org/W4377695098","https://openalex.org/W4381332772","https://openalex.org/W4381597239","https://openalex.org/W4387211713","https://openalex.org/W6684809622","https://openalex.org/W6765775151","https://openalex.org/W6779823529","https://openalex.org/W6783713337","https://openalex.org/W6795986329","https://openalex.org/W6799926150","https://openalex.org/W6800458573","https://openalex.org/W6800997495","https://openalex.org/W6803078664","https://openalex.org/W6804498565","https://openalex.org/W6810077744","https://openalex.org/W6837810634","https://openalex.org/W6838454905","https://openalex.org/W6838646846","https://openalex.org/W6841694929","https://openalex.org/W6847065521","https://openalex.org/W6849273598","https://openalex.org/W6849364972"],"related_works":["https://openalex.org/W2386796262","https://openalex.org/W3177740930","https://openalex.org/W39098654","https://openalex.org/W1484549928","https://openalex.org/W1974805659","https://openalex.org/W2811388477","https://openalex.org/W2011653655","https://openalex.org/W1982781720","https://openalex.org/W4281941122","https://openalex.org/W2027328791"],"abstract_inverted_index":{"Given":[0],"the":[1,5,21,52,69,76,93,130,133,147,158,174,182,187,191,196,205],"obstacle":[2],"in":[3,68,140,145,173,190,219],"accentuating":[4],"reconstruction":[6,15,19,210],"accuracy":[7],"for":[8,123],"diagnostically":[9],"significant":[10],"tissues,":[11],"most":[12],"existing":[13],"MRI":[14,126],"methods":[16,56],"perform":[17],"targeted":[18],"of":[20,40,54,82,96,135,152,216],"entire":[22],"MR":[23],"image":[24],"without":[25],"considering":[26],"fine":[27,65],"details,":[28],"especially":[29],"when":[30],"dealing":[31],"with":[32,79,212],"highly":[33,124],"under-sampled":[34,125],"images.":[35],"Therefore,":[36],"a":[37,88,101,164,213],"considerable":[38],"volume":[39],"efforts":[41],"has":[42],"been":[43],"directed":[44],"towards":[45],"surmounting":[46],"this":[47,73,110],"challenge,":[48],"as":[49,62,64],"evidenced":[50],"by":[51],"emergence":[53],"numerous":[55],"dedicated":[57],"to":[58,91,105,186,222],"preserving":[59],"high-frequency":[60,84,171],"content":[61],"well":[63],"textural":[66],"details":[67],"reconstructed":[70],"image.":[71],"In":[72,128],"case,":[74],"exploring":[75],"merits":[77],"associated":[78],"each":[80],"method":[81,207],"mining":[83],"information":[85],"and":[86,118,150,166],"formulating":[87],"reasonable":[89],"principle":[90,115,137,160],"maximize":[92],"joint":[94],"utilization":[95],"these":[97],"approaches":[98],"will":[99],"be":[100],"more":[102],"effective":[103,148],"solution":[104],"achieve":[106],"accurate":[107],"reconstruction.":[108,127],"Specifically,":[109],"work":[111],"constructs":[112],"an":[113],"innovative":[114],"named":[116],"Correlated":[117],"Multi-frequency":[119],"Diffusion":[120],"Model":[121],"(CM-DM)":[122],"essence,":[129],"rationale":[131],"underlying":[132],"establishment":[134],"such":[136],"lies":[138],"not":[139],"assembling":[141],"arbitrary":[142],"models,":[143],"but":[144],"pursuing":[146],"combinations":[149],"replacement":[151],"components.":[153],"It":[154],"also":[155],"means":[156],"that":[157,204],"novel":[159],"focuses":[161],"on":[162],"forming":[163],"correlated":[165],"multi-frequency":[167,178],"prior":[168,179],"through":[169],"different":[170],"operators":[172],"diffusion":[175,197],"process.":[176],"Moreover,":[177],"further":[180],"constraints":[181],"noise":[183],"term":[184],"closer":[185],"target":[188],"distribution":[189],"frequency":[192],"domain,":[193],"thereby":[194],"making":[195],"process":[198],"converge":[199],"faster.":[200],"Experimental":[201],"results":[202],"verify":[203],"proposed":[206],"achieved":[208],"superior":[209],"accuracy,":[211],"notable":[214],"enhancement":[215],"approximately":[217],"2dB":[218],"PSNR":[220],"compared":[221],"state-of-the-art":[223],"methods.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":2}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-10T00:00:00"}
