{"id":"https://openalex.org/W4393972877","doi":"https://doi.org/10.1109/jbhi.2024.3385504","title":"Conditional Diffusion Models for Semantic 3D Brain MRI Synthesis","display_name":"Conditional Diffusion Models for Semantic 3D Brain MRI Synthesis","publication_year":2024,"publication_date":"2024-04-05","ids":{"openalex":"https://openalex.org/W4393972877","doi":"https://doi.org/10.1109/jbhi.2024.3385504","pmid":"https://pubmed.ncbi.nlm.nih.gov/38578863"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2024.3385504","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3385504","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Biomedical and Health Informatics","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/A5092061337","display_name":"Zolnamar Dorjsembe","orcid":"https://orcid.org/0000-0002-6823-7712"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Zolnamar Dorjsembe","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-6823-7712","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030897009","display_name":"Hsing-Kuo Pao","orcid":"https://orcid.org/0000-0002-5518-9475"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsing-Kuo Pao","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-5518-9475","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092061338","display_name":"Sodtavilan Odonchimed","orcid":null},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Sodtavilan Odonchimed","raw_affiliation_strings":["Faculty of Engineering, University of Tokyo, Tokyo, Japan","Faculty of Engineering, The University of Tokyo, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0009-0001-6823-6568","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I74801974"]},{"raw_affiliation_string":"Faculty of Engineering, The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I74801974"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090663798","display_name":"Furen Xiao","orcid":"https://orcid.org/0000-0001-9683-3979"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Furen Xiao","raw_affiliation_strings":["Institute of Medical Device and Imaging, National Taiwan University, College of Medicine, Taipei, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-9683-3979","affiliations":[{"raw_affiliation_string":"Institute of Medical Device and Imaging, National Taiwan University, College of Medicine, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5092061337"],"corresponding_institution_ids":["https://openalex.org/I154864474"],"apc_list":null,"apc_paid":null,"fwci":38.0976,"has_fulltext":false,"cited_by_count":97,"citation_normalized_percentile":{"value":0.99908864,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"28","issue":"7","first_page":"4084","last_page":"4093"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9968000054359436,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9968000054359436,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.996399998664856,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9955999851226807,"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/computer-science","display_name":"Computer science","score":0.8105313777923584},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5718637108802795},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5457860231399536},{"id":"https://openalex.org/keywords/concatenation","display_name":"Concatenation (mathematics)","score":0.5207886099815369},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.49973177909851074},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.4715207815170288},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.46774962544441223},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4428732097148895},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.44155120849609375},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.42908450961112976},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4186887741088867},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3476155996322632},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.0946313738822937}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8105313777923584},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5718637108802795},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5457860231399536},{"id":"https://openalex.org/C87619178","wikidata":"https://www.wikidata.org/wiki/Q126002","display_name":"Concatenation (mathematics)","level":2,"score":0.5207886099815369},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.49973177909851074},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.4715207815170288},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.46774962544441223},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4428732097148895},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.44155120849609375},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.42908450961112976},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4186887741088867},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3476155996322632},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0946313738822937},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"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":"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":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":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","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":"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":"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":"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":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2024.3385504","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3385504","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:38578863","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38578863","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 journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3464548101","display_name":null,"funder_award_id":"110-EDN03","funder_id":"https://openalex.org/F4320323422","funder_display_name":"National Taiwan University Hospital"}],"funders":[{"id":"https://openalex.org/F4320323422","display_name":"National Taiwan University Hospital","ror":"https://ror.org/03nteze27"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1580389772","https://openalex.org/W2183341477","https://openalex.org/W2464708700","https://openalex.org/W2592929672","https://openalex.org/W2884065486","https://openalex.org/W2890139949","https://openalex.org/W2911436281","https://openalex.org/W2929753309","https://openalex.org/W2947263797","https://openalex.org/W2961396908","https://openalex.org/W2962974533","https://openalex.org/W2963073614","https://openalex.org/W2979808915","https://openalex.org/W2979849298","https://openalex.org/W3012140936","https://openalex.org/W3047625747","https://openalex.org/W3140743785","https://openalex.org/W3157428506","https://openalex.org/W3161307971","https://openalex.org/W3161810785","https://openalex.org/W3162926177","https://openalex.org/W3175528029","https://openalex.org/W3199160013","https://openalex.org/W3206376332","https://openalex.org/W3210071494","https://openalex.org/W4220712379","https://openalex.org/W4220769304","https://openalex.org/W4221034033","https://openalex.org/W4229014737","https://openalex.org/W4283801824","https://openalex.org/W4290744351","https://openalex.org/W4293163051","https://openalex.org/W4377695098","https://openalex.org/W4382372079","https://openalex.org/W4387195417","https://openalex.org/W6688325169","https://openalex.org/W6761274798","https://openalex.org/W6765779288","https://openalex.org/W6776734695","https://openalex.org/W6779823529","https://openalex.org/W6788990321","https://openalex.org/W6797359156"],"related_works":["https://openalex.org/W2373577936","https://openalex.org/W4387678054","https://openalex.org/W3095575180","https://openalex.org/W2389596151","https://openalex.org/W4221148444","https://openalex.org/W4226054107","https://openalex.org/W3112772842","https://openalex.org/W1522196789","https://openalex.org/W4379141755","https://openalex.org/W4367060753"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI)":[2],"in":[3,6,61,93,145,164],"healthcare,":[4],"especially":[5],"medical":[7],"imaging,":[8,166],"faces":[9],"challenges":[10],"due":[11],"to":[12,55,71,102,123],"data":[13,37,133,168],"scarcity":[14,38],"and":[15,39,68,110,169],"privacy":[16,40,170],"concerns.":[17],"Addressing":[18],"these,":[19],"we":[20],"introduce":[21],"Med-DDPM,":[22],"a":[23,52,142],"diffusion":[24,143],"model":[25,34,57,136,144],"designed":[26],"for":[27,132,161],"3D":[28,73,146],"semantic":[29,44,147,155],"brain":[30,74,148],"MRI":[31,149],"synthesis.":[32],"This":[33,46,135],"effectively":[35],"tackles":[36],"issues":[41],"by":[42],"integrating":[43],"conditioning.":[45],"involves":[47],"the":[48,56,94,103,126,129,138],"channel-wise":[49],"concatenation":[50],"of":[51,90,107,128,141],"conditioning":[53,156],"image":[54,62,162],"input,":[58],"enabling":[59],"control":[60],"generation.":[63],"Med-DDPM":[64,98],"demonstrates":[65],"superior":[66],"stability":[67],"performance":[69],"compared":[70],"existing":[72],"imaging":[75],"synthesis":[76],"methods.":[77],"It":[78],"generates":[79],"diverse,":[80],"anatomically":[81],"coherent":[82],"images":[83],"with":[84,115],"high":[85],"visual":[86],"fidelity.":[87],"In":[88],"terms":[89],"dice":[91,105],"score":[92,106],"tumor":[95],"segmentation":[96,121],"task,":[97],"achieves":[99],"0.6207,":[100],"close":[101],"0.6531":[104],"real":[108,116],"images,":[109,117],"outperforms":[111],"baseline":[112],"models.":[113],"Combined":[114],"it":[118],"further":[119],"increases":[120],"accuracy":[122],"0.6675,":[124],"showing":[125],"potential":[127,160],"proposed":[130],"method":[131],"augmentation.":[134],"represents":[137],"first":[139],"use":[140],"synthesis,":[150],"producing":[151],"high-quality":[152],"images.":[153],"Its":[154],"feature":[157],"also":[158],"shows":[159],"anonymization":[163],"biomedical":[165],"addressing":[167],"issues.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":19},{"year":2025,"cited_by_count":62},{"year":2024,"cited_by_count":16}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
