{"id":"https://openalex.org/W4411378085","doi":"https://doi.org/10.1145/3733102.3733133","title":"Modality-Agnostic Deepfakes Detection","display_name":"Modality-Agnostic Deepfakes Detection","publication_year":2025,"publication_date":"2025-06-17","ids":{"openalex":"https://openalex.org/W4411378085","doi":"https://doi.org/10.1145/3733102.3733133"},"language":"en","primary_location":{"id":"doi:10.1145/3733102.3733133","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3733102.3733133","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3733102.3733133","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Workshop on Information Hiding and Multimedia Security","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3733102.3733133","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101862659","display_name":"Yu Cai","orcid":"https://orcid.org/0000-0002-0659-0967"},"institutions":[{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yu Cai","raw_affiliation_strings":["University at Buffalo;Institute of Information Engineering, Chinese Academy of Sciences;School of Cyber Security, University of Chinese Academy of Sciences, Buffalo, USA"],"raw_orcid":"https://orcid.org/0000-0002-0659-0967","affiliations":[{"raw_affiliation_string":"University at Buffalo;Institute of Information Engineering, Chinese Academy of Sciences;School of Cyber Security, University of Chinese Academy of Sciences, Buffalo, USA","institution_ids":["https://openalex.org/I63190737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114416479","display_name":"Peng Chen","orcid":"https://orcid.org/0000-0001-6010-2963"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Peng Chen","raw_affiliation_strings":["RealAI Inc., Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6010-2963","affiliations":[{"raw_affiliation_string":"RealAI Inc., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090539149","display_name":"Jiahe Tian","orcid":"https://orcid.org/0000-0001-7863-3551"},"institutions":[{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"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":"Jiahe Tian","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences;School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7863-3551","affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences;School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100327026","display_name":"Jin Liu","orcid":"https://orcid.org/0000-0001-9106-8630"},"institutions":[{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"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":"Jin Liu","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences;School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9106-8630","affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences;School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031794241","display_name":"Jiao Dai","orcid":"https://orcid.org/0000-0003-3559-8009"},"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/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiao Dai","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3559-8009","affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018114609","display_name":"Xi Wang","orcid":"https://orcid.org/0000-0002-6642-8160"},"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/I4210119392","display_name":"Institute of Microelectronics","ror":"https://ror.org/02s6gs133","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210119392"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Wang","raw_affiliation_strings":["Institute of Microelectronics, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6642-8160","affiliations":[{"raw_affiliation_string":"Institute of Microelectronics, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210119392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087763075","display_name":"Shan Jia","orcid":"https://orcid.org/0000-0001-7503-8378"},"institutions":[{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shan Jia","raw_affiliation_strings":["University at Buffalo, Buffalo, USA"],"raw_orcid":"https://orcid.org/0000-0001-7503-8378","affiliations":[{"raw_affiliation_string":"University at Buffalo, Buffalo, USA","institution_ids":["https://openalex.org/I63190737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023752172","display_name":"Siwei Lyu","orcid":"https://orcid.org/0000-0002-0992-685X"},"institutions":[{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Siwei Lyu","raw_affiliation_strings":["University at Buffalo, Buffalo, USA"],"raw_orcid":"https://orcid.org/0000-0002-0992-685X","affiliations":[{"raw_affiliation_string":"University at Buffalo, Buffalo, USA","institution_ids":["https://openalex.org/I63190737"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082300353","display_name":"Jizhong Han","orcid":"https://orcid.org/0000-0003-1107-3873"},"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/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jizhong Han","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1107-3873","affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.6545,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.96179765,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"12","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9994999766349792,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9994999766349792,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9955000281333923,"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/modality","display_name":"Modality (human\u2013computer interaction)","score":0.694400429725647},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6067565083503723},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40723419189453125}],"concepts":[{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.694400429725647},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6067565083503723},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40723419189453125}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3733102.3733133","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3733102.3733133","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3733102.3733133","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Workshop on Information Hiding and Multimedia Security","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3733102.3733133","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3733102.3733133","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3733102.3733133","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Workshop on Information Hiding and Multimedia Security","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411378085.pdf","grobid_xml":"https://content.openalex.org/works/W4411378085.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W2125081437","https://openalex.org/W2127141656","https://openalex.org/W2913399670","https://openalex.org/W2935794029","https://openalex.org/W2963192365","https://openalex.org/W2963528589","https://openalex.org/W2963684180","https://openalex.org/W3006974783","https://openalex.org/W3024869864","https://openalex.org/W3034196597","https://openalex.org/W3036198682","https://openalex.org/W3169588269","https://openalex.org/W3174508664","https://openalex.org/W3212117663","https://openalex.org/W4310379947","https://openalex.org/W4312388562","https://openalex.org/W4312472072","https://openalex.org/W4312753047","https://openalex.org/W4319978495","https://openalex.org/W4320882980","https://openalex.org/W4360993864","https://openalex.org/W4386076652"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2385859805","https://openalex.org/W2530972254","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"As":[0],"AI-generated":[1],"content":[2,14],"(AIGC)":[3],"thrives,":[4],"deepfakes":[5,127],"have":[6],"expanded":[7],"from":[8],"single-modality":[9],"falsification":[10],"to":[11,118],"cross-modal":[12,33,144,150],"fake":[13,119],"creation,":[15],"where":[16,71],"either":[17,72],"audio":[18,47],"or":[19,97,142],"visual":[20,49],"components":[21],"can":[22,29,91],"be":[23,37],"manipulated.While":[24],"using":[25],"two":[26,85],"unimodal":[27,87],"detectors":[28,41],"detect":[30],"audio-visual":[31,78,106,155],"deepfakes,":[32],"forgery":[34,151],"clues":[35],"could":[36],"overlooked.Existing":[38],"multimodal":[39,126],"deepfake":[40],"typically":[42],"establish":[43],"correspondence":[44],"between":[45],"the":[46,57,89,95,123,136,147],"and":[48,55,128],"modalities":[50,101],"for":[51],"binary":[52],"real/fake":[53],"classification":[54],"require":[56],"co-occurrence":[58],"of":[59,99,125,135,149],"both":[60],"modalities.However,":[61],"in":[62,139],"real-world":[63],"multi-modal":[64],"applications,":[65],"missing":[66,132],"modality":[67,73],"scenarios":[68],"may":[69],"occur":[70],"is":[74,116],"unavailable.In":[75],"such":[76],"cases,":[77],"detection":[79],"methods":[80],"are":[81],"less":[82],"practical":[83],"than":[84],"independent":[86],"methods.Consequently,":[88],"detector":[90],"not":[92],"always":[93],"obtain":[94],"number":[96],"type":[98],"manipulated":[100],"beforehand,":[102],"necessitating":[103],"a":[104,112],"fake-modality-agnostic":[105],"detector.In":[107],"this":[108],"work,":[109],"we":[110,153],"introduce":[111],"comprehensive":[113],"framework":[114],"that":[115],"agnostic":[117],"modalities,":[120,133],"which":[121],"facilitates":[122],"identification":[124],"handles":[129],"situations":[130],"with":[131],"regardless":[134],"manipulations":[137],"embedded":[138],"audio,":[140],"video,":[141],"even":[143],"forms.To":[145],"enhance":[146],"modeling":[148],"clues,":[152],"employ":[154],"speech":[156],"recognition":[157],"(AVSR)":[158]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
