{"id":"https://openalex.org/W4402979472","doi":"https://doi.org/10.1109/icme57554.2024.10687809","title":"Unbiased Image Synthesis via Manifold Guidance in Diffusion Models","display_name":"Unbiased Image Synthesis via Manifold Guidance in Diffusion Models","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4402979472","doi":"https://doi.org/10.1109/icme57554.2024.10687809"},"language":"en","primary_location":{"id":"doi:10.1109/icme57554.2024.10687809","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme57554.2024.10687809","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5081967982","display_name":"Xingzhe Su","orcid":"https://orcid.org/0000-0001-7015-3430"},"institutions":[{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xingzhe Su","raw_affiliation_strings":["University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025861927","display_name":"Daixi Jia","orcid":"https://orcid.org/0000-0001-5321-8810"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Daixi Jia","raw_affiliation_strings":["University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030271803","display_name":"Fengge Wu","orcid":"https://orcid.org/0000-0002-1958-8321"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengge Wu","raw_affiliation_strings":["University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051264522","display_name":"Junsuo Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junsuo Zhao","raw_affiliation_strings":["University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062168363","display_name":"Changwen Zheng","orcid":"https://orcid.org/0000-0002-2311-6757"},"institutions":[{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changwen Zheng","raw_affiliation_strings":["University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005798718","display_name":"Wenwen Qiang","orcid":"https://orcid.org/0000-0002-7985-5743"},"institutions":[{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenwen Qiang","raw_affiliation_strings":["University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,Institute of Software, Chinese Academy of Sciences,Beijing,China,100190","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5081967982"],"corresponding_institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":0.5263,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.66311253,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.954800009727478,"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"}},"topics":[{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.954800009727478,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9542999863624573,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9442999958992004,"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":0.5753726959228516},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5275442600250244},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5083884596824646},{"id":"https://openalex.org/keywords/manifold","display_name":"Manifold (fluid mechanics)","score":0.5022962093353271},{"id":"https://openalex.org/keywords/image-synthesis","display_name":"Image synthesis","score":0.4282247722148895},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.42736053466796875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39355140924453735},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12496700882911682},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1037704348564148}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5753726959228516},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5275442600250244},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5083884596824646},{"id":"https://openalex.org/C529865628","wikidata":"https://www.wikidata.org/wiki/Q1790740","display_name":"Manifold (fluid mechanics)","level":2,"score":0.5022962093353271},{"id":"https://openalex.org/C2989087649","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Image synthesis","level":3,"score":0.4282247722148895},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.42736053466796875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39355140924453735},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12496700882911682},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1037704348564148},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme57554.2024.10687809","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme57554.2024.10687809","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1834627138","https://openalex.org/W2112796928","https://openalex.org/W2962787423","https://openalex.org/W2990751682","https://openalex.org/W3120671187","https://openalex.org/W3155072588","https://openalex.org/W3180196270","https://openalex.org/W3212341733","https://openalex.org/W4236011499","https://openalex.org/W4312300614","https://openalex.org/W4312497550","https://openalex.org/W4313142698","https://openalex.org/W4390871671","https://openalex.org/W4393154875","https://openalex.org/W4401043876","https://openalex.org/W4401224724"],"related_works":["https://openalex.org/W2772330423","https://openalex.org/W4283758926","https://openalex.org/W1503502830","https://openalex.org/W3020852381","https://openalex.org/W4308217387","https://openalex.org/W3002350530","https://openalex.org/W2981017910","https://openalex.org/W3195755139","https://openalex.org/W2770776392","https://openalex.org/W3176454756"],"abstract_inverted_index":{"Diffusion":[0],"Models":[1],"are":[2],"a":[3,66,101],"potent":[4],"class":[5],"of":[6,10,25,90,109,134],"generative":[7],"models":[8],"capable":[9],"producing":[11],"high-quality":[12],"images.":[13,27,137],"However,":[14],"they":[15],"often":[16],"inadvertently":[17],"favor":[18],"certain":[19],"data":[20,54,92,126],"attributes,":[21],"undermining":[22],"the":[23,39,76,87,91,97,107,113,117,130,135],"diversity":[24],"generated":[26,53,136],"This":[28],"issue":[29,83],"is":[30,74],"starkly":[31],"apparent":[32],"in":[33,52,84],"skewed":[34],"datasets":[35],"like":[36],"CelebA,":[37],"where":[38,55],"initial":[40],"dataset":[41],"disproportionately":[42],"favors":[43],"females":[44],"over":[45],"males":[46,59],"by":[47,60],"57.9%,":[48],"this":[49,94],"bias":[50,82,127],"amplified":[51],"female":[56],"representation":[57],"outstrips":[58],"148%.":[61],"In":[62],"response,":[63],"we":[64],"propose":[65],"plug-and-play":[67],"method":[68,79,95],"named":[69],"Manifold":[70],"Guidance":[71],"Sampling,":[72],"which":[73],"also":[75],"first":[77],"unsupervised":[78],"to":[80],"mitigate":[81],"DDPMs.":[85],"Leveraging":[86],"inherent":[88],"structure":[89],"manifold,":[93],"steers":[96],"sampling":[98],"process":[99],"towards":[100],"more":[102],"uniform":[103],"distribution,":[104],"effectively":[105],"dispersing":[106],"clustering":[108],"biased":[110],"data.":[111],"Without":[112],"need":[114],"for":[115],"modifying":[116],"existing":[118],"model":[119],"or":[120],"additional":[121],"training,":[122],"it":[123],"significantly":[124],"mitigates":[125],"and":[128,132],"enhances":[129],"quality":[131],"unbiasedness":[133]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}