{"id":"https://openalex.org/W4405488796","doi":"https://doi.org/10.1109/embc53108.2024.10782023","title":"Ensemble CycleGAN for Retrospective Rigid Motion Correction in MRI","display_name":"Ensemble CycleGAN for Retrospective Rigid Motion Correction in MRI","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405488796","doi":"https://doi.org/10.1109/embc53108.2024.10782023","pmid":"https://pubmed.ncbi.nlm.nih.gov/40040014"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10782023","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782023","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","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/A5092413666","display_name":"Gulfam Saju","orcid":"https://orcid.org/0009-0007-7391-0485"},"institutions":[{"id":"https://openalex.org/I100633361","display_name":"University of Massachusetts Dartmouth","ror":"https://ror.org/00fzmm222","country_code":"US","type":"education","lineage":["https://openalex.org/I100633361"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gulfam Ahmed Saju","raw_affiliation_strings":["University of Massachusetts Dartmouth,Department of Computer and Information Science North Dartmouth,North Dartmouth,Massachusetts,United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts Dartmouth,Department of Computer and Information Science North Dartmouth,North Dartmouth,Massachusetts,United States","institution_ids":["https://openalex.org/I100633361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114286171","display_name":"Marjan Akhi","orcid":null},"institutions":[{"id":"https://openalex.org/I100633361","display_name":"University of Massachusetts Dartmouth","ror":"https://ror.org/00fzmm222","country_code":"US","type":"education","lineage":["https://openalex.org/I100633361"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marjan Akhi","raw_affiliation_strings":["University of Massachusetts Dartmouth,Department of Electrical and Computer Engineering,North Dartmouth,Massachusetts,United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts Dartmouth,Department of Electrical and Computer Engineering,North Dartmouth,Massachusetts,United States","institution_ids":["https://openalex.org/I100633361"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001829437","display_name":"Yuchou Chang","orcid":"https://orcid.org/0000-0002-9349-4008"},"institutions":[{"id":"https://openalex.org/I100633361","display_name":"University of Massachusetts Dartmouth","ror":"https://ror.org/00fzmm222","country_code":"US","type":"education","lineage":["https://openalex.org/I100633361"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuchou Chang","raw_affiliation_strings":["University of Massachusetts Dartmouth,Department of Computer and Information Science North Dartmouth,North Dartmouth,Massachusetts,United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts Dartmouth,Department of Computer and Information Science North Dartmouth,North Dartmouth,Massachusetts,United States","institution_ids":["https://openalex.org/I100633361"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I100633361"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9993000030517578,"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":0.9993000030517578,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9958000183105469,"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"}},{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9886000156402588,"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":0.569443941116333},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.52242112159729},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44492462277412415},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4181731343269348}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.569443941116333},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.52242112159729},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44492462277412415},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4181731343269348}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"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":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":"D008279","descriptor_name":"Magnetic Resonance Imaging","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":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10782023","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782023","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40040014","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40040014","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W242464784","https://openalex.org/W1984322424","https://openalex.org/W2096021257","https://openalex.org/W2134886608","https://openalex.org/W2919115771","https://openalex.org/W2962793481","https://openalex.org/W3096831136","https://openalex.org/W3120602170","https://openalex.org/W4383370572","https://openalex.org/W4385333736","https://openalex.org/W4389276142"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Magnetic":[0],"Resonance":[1],"Imaging":[2],"(MRI)":[3],"is":[4,9,83,94],"crucial":[5],"for":[6,74],"diagnosis":[7],"but":[8],"vulnerable":[10],"to":[11,15,55],"patient":[12],"movement,":[13],"leading":[14],"artifacts":[16],"and":[17,107],"lower":[18],"diagnostic":[19],"accuracy.":[20],"This":[21],"paper":[22],"introduces":[23],"a":[24,48,70,86,124],"novel":[25],"Retrospective":[26],"Motion":[27,88],"Correction":[28],"(RMC)":[29],"approach":[30,119],"using":[31,85],"an":[32,64],"Ensemble":[33,117],"Cycle-consistent":[34],"Generative":[35],"Adversarial":[36],"Network":[37],"(CycleGAN).":[38],"It":[39],"combines":[40],"three":[41],"distinct":[42],"CycleGAN":[43,118],"models,":[44],"each":[45],"trained":[46],"on":[47,96],"specific":[49],"motion":[50,75,132],"type,":[51],"boosting":[52],"its":[53],"ability":[54],"correct":[56],"that":[57,115],"particular":[58],"artifact.":[59],"Combining":[60],"these":[61],"models":[62],"into":[63],"ensemble":[65],"leverages":[66],"their":[67],"strengths,":[68],"offering":[69],"more":[71],"effective":[72],"solution":[73],"artifact":[76],"correction":[77],"in":[78,130],"MRI.":[79],"The":[80,91],"motion-corrupted":[81],"data":[82],"generated":[84],"comprehensive":[87],"Simulation":[89],"Tool.":[90],"method's":[92],"effectiveness":[93],"proven":[95],"brain":[97],"slices,":[98],"measured":[99],"by":[100],"the":[101,121],"Structural":[102],"Similarity":[103],"Index":[104],"Measure":[105],"(SSIM)":[106],"Normalized":[108],"Mean":[109],"Squared":[110],"Error":[111],"(NMSE).":[112],"Results":[113],"show":[114],"our":[116],"surpasses":[120],"performance":[122],"of":[123],"single":[125],"model,":[126],"demonstrating":[127],"enhanced":[128],"capability":[129],"correcting":[131],"artifacts.":[133]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}