{"id":"https://openalex.org/W4411631908","doi":"https://doi.org/10.1145/3731715.3733429","title":"Self-supervised Bidirectional Synchronization Estimation for Multimodal Deepfake Detection with Short-term Dependency","display_name":"Self-supervised Bidirectional Synchronization Estimation for Multimodal Deepfake Detection with Short-term Dependency","publication_year":2025,"publication_date":"2025-06-25","ids":{"openalex":"https://openalex.org/W4411631908","doi":"https://doi.org/10.1145/3731715.3733429"},"language":"en","primary_location":{"id":"doi:10.1145/3731715.3733429","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3731715.3733429","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 International Conference on Multimedia Retrieval","raw_type":"proceedings-article"},"type":"conference-paper","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/A5054344045","display_name":"Man Xiao","orcid":"https://orcid.org/0000-0003-1245-9487"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Man Xiao","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-1245-9487","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016354306","display_name":"Jianbin Ye","orcid":"https://orcid.org/0000-0002-7055-3917"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianbin Ye","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-7055-3917","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050900731","display_name":"Bo Liu","orcid":"https://orcid.org/0000-0002-9953-8438"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bo Liu","raw_affiliation_strings":["Strategic Assessments and Consultation Institute, Academy of Military Science, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9953-8438","affiliations":[{"raw_affiliation_string":"Strategic Assessments and Consultation Institute, Academy of Military Science, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016262505","display_name":"Zijian Gao","orcid":"https://orcid.org/0000-0001-5151-3381"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zijian Gao","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-5151-3381","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013340793","display_name":"Kele Xu","orcid":"https://orcid.org/0000-0001-5997-5169"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kele Xu","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-5997-5169","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115695468","display_name":"Xiaodong Wang","orcid":"https://orcid.org/0000-0001-8949-5967"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong Wang","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-8949-5967","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1569","last_page":"1578"},"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9962000250816345,"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":0.993399977684021,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.7924656867980957},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.7815250754356384},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7263967990875244},{"id":"https://openalex.org/keywords/synchronization","display_name":"Synchronization (alternating current)","score":0.6945977210998535},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5052278637886047},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.45540887117385864},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41894134879112244},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37280040979385376},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07267582416534424},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.059999555349349976}],"concepts":[{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.7924656867980957},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.7815250754356384},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7263967990875244},{"id":"https://openalex.org/C2778562939","wikidata":"https://www.wikidata.org/wiki/Q1298791","display_name":"Synchronization (alternating current)","level":3,"score":0.6945977210998535},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5052278637886047},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.45540887117385864},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41894134879112244},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37280040979385376},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07267582416534424},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.059999555349349976},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3731715.3733429","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3731715.3733429","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 International Conference on Multimedia Retrieval","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8246084123","display_name":null,"funder_award_id":"2023ZD0121101","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"}],"funders":[{"id":"https://openalex.org/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2963173190","https://openalex.org/W2990138404","https://openalex.org/W4214684483","https://openalex.org/W4236965008","https://openalex.org/W4312472072","https://openalex.org/W4312747027","https://openalex.org/W4366957254","https://openalex.org/W4372260514","https://openalex.org/W4385801058","https://openalex.org/W4386065999","https://openalex.org/W4386071953","https://openalex.org/W4386076652","https://openalex.org/W4386267173","https://openalex.org/W4386928847","https://openalex.org/W4387540674","https://openalex.org/W4391092975","https://openalex.org/W4391992501","https://openalex.org/W4392172989","https://openalex.org/W4392623241","https://openalex.org/W4398238196","https://openalex.org/W4399310664","https://openalex.org/W4399380497","https://openalex.org/W4399569783","https://openalex.org/W4399980772","https://openalex.org/W4400381156","https://openalex.org/W4402726971","https://openalex.org/W4402774452","https://openalex.org/W4402916237","https://openalex.org/W4403791261","https://openalex.org/W4409364420"],"related_works":["https://openalex.org/W2067317451","https://openalex.org/W2154771632","https://openalex.org/W4211085505","https://openalex.org/W3122478268","https://openalex.org/W2084758217","https://openalex.org/W408804804","https://openalex.org/W2980611886","https://openalex.org/W4231021675","https://openalex.org/W3086365953","https://openalex.org/W4226072953"],"abstract_inverted_index":{"Deepfake":[0],"technology":[1],"induces":[2],"substantial":[3],"societal":[4],"challenges,":[5,90],"establishing":[6],"deepfake":[7,22,101],"detection":[8,60,85],"as":[9],"an":[10],"important":[11],"area":[12],"of":[13,45,140,163,176],"research.":[14],"However,":[15],"existing":[16,191],"research":[17],"mainly":[18],"relies":[19],"on":[20,183],"target":[21],"datasets,":[23],"which":[24,112],"limits":[25],"its":[26],"generalizability":[27],"across":[28],"out-of-distribution":[29],"tasks":[30],"to":[31,65,75,136,151,190],"some":[32],"extent.":[33],"Also,":[34],"it":[35],"often":[36],"emphasizes":[37],"visual":[38,70],"modalities":[39,73],"while":[40],"neglecting":[41],"the":[42,46,59,63,84,128,138,153,161,177],"complementary":[43,67],"information":[44,55,80,142],"auditory":[47,72],"data.":[48],"Their":[49],"autoregressive-based":[50],"strategies":[51],"also":[52],"introduce":[53],"long-term":[54,141],"interference,":[56],"further":[57],"constraining":[58],"performance.":[61],"Consequently,":[62],"potential":[64],"exploit":[66],"relations":[68],"between":[69],"and":[71,74,118],"leverage":[76],"strongly":[77],"correlated":[78],"short-range":[79],"remains":[81],"underexplored":[82],"for":[83,100,116],"task.":[86],"To":[87],"address":[88],"these":[89],"this":[91],"paper":[92],"introduces":[93],"Self-BiSterm,":[94],"a":[95,106,146],"novel":[96],"self-supervised":[97],"learning":[98],"framework":[99,180],"detection.":[102],"First,":[103],"we":[104,144],"propose":[105],"bidirectional":[107],"synchronization":[108],"distribution":[109],"modeling":[110],"mechanism,":[111],"calculates":[113],"inconsistent":[114],"distributions":[115,165],"video-to-audio":[117],"audio-to-video":[119],"scenarios.":[120],"This":[121,158],"mechanism":[122],"effectively":[123],"measures":[124],"audio-visual":[125],"inconsistencies,":[126],"improving":[127],"model's":[129],"generalization":[130],"performance":[131,188],"in":[132],"practical":[133],"applications.":[134],"Second,":[135],"mitigate":[137],"issue":[139],"distortion,":[143],"develop":[145],"short-term":[147,168],"temporal":[148,169],"dependency":[149],"module":[150,159],"estimate":[152],"adjacent":[154],"local":[155],"receptive":[156],"fields.":[157],"facilitates":[160],"estimation":[162],"subsequent":[164],"by":[166],"capturing":[167],"dependencies":[170],"with":[171],"high":[172],"precision.":[173],"The":[174],"effectiveness":[175],"proposed":[178],"Self-BiSterm":[179],"is":[181],"validated":[182],"various":[184],"benchmarks,":[185],"demonstrating":[186],"superior":[187],"compared":[189],"methods.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}