{"id":"https://openalex.org/W4308089106","doi":"https://doi.org/10.1109/secon55815.2022.9918605","title":"DeepFake Videos Detection via Spatiotemporal Inconsistency Learning and Interactive Fusion","display_name":"DeepFake Videos Detection via Spatiotemporal Inconsistency Learning and Interactive Fusion","publication_year":2022,"publication_date":"2022-09-20","ids":{"openalex":"https://openalex.org/W4308089106","doi":"https://doi.org/10.1109/secon55815.2022.9918605"},"language":"en","primary_location":{"id":"doi:10.1109/secon55815.2022.9918605","is_oa":false,"landing_page_url":"https://doi.org/10.1109/secon55815.2022.9918605","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 19th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON)","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/A5009164568","display_name":"Xiangling Ding","orcid":"https://orcid.org/0000-0002-6581-4633"},"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/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiangling Ding","raw_affiliation_strings":["Shenzhen The State Key Laboratory of Information Security, Institute of Information Engineering, Chinese Academy of Sciences, Beijing Zhengzhou Xinda Institute of Advanced Technology,The School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan Guangdong Key Laboratory of Intelligent Information Processing and Shenzhen Key Laboratory of Media Security,Guangzhou,P. R. China","The School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan Guangdong Key Laboratory of Intelligent Information Processing and Shenzhen Key Laboratory of Media Security, Shenzhen The State Key Laboratory of Information Security, Institute of Information Engineering, Chinese Academy of Sciences, Beijing Zhengzhou Xinda Institute of Advanced Technology, Guangzhou, P. R. China"],"affiliations":[{"raw_affiliation_string":"Shenzhen The State Key Laboratory of Information Security, Institute of Information Engineering, Chinese Academy of Sciences, Beijing Zhengzhou Xinda Institute of Advanced Technology,The School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan Guangdong Key Laboratory of Intelligent Information Processing and Shenzhen Key Laboratory of Media Security,Guangzhou,P. R. China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I121296143"]},{"raw_affiliation_string":"The School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan Guangdong Key Laboratory of Intelligent Information Processing and Shenzhen Key Laboratory of Media Security, Shenzhen The State Key Laboratory of Information Security, Institute of Information Engineering, Chinese Academy of Sciences, Beijing Zhengzhou Xinda Institute of Advanced Technology, Guangzhou, P. R. China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I121296143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089185883","display_name":"Wenjie Zhu","orcid":"https://orcid.org/0000-0002-2414-9307"},"institutions":[{"id":"https://openalex.org/I56934997","display_name":"Changsha University of Science and Technology","ror":"https://ror.org/03yph8055","country_code":"CN","type":"education","lineage":["https://openalex.org/I56934997"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjie Zhu","raw_affiliation_strings":["The School of Computer and Communication Engineering Changsha University of Science and Technology,Changsha,P. R. China","The School of Computer and Communication Engineering Changsha University of Science and Technology, Changsha, P. R. China"],"affiliations":[{"raw_affiliation_string":"The School of Computer and Communication Engineering Changsha University of Science and Technology,Changsha,P. R. China","institution_ids":["https://openalex.org/I56934997"]},{"raw_affiliation_string":"The School of Computer and Communication Engineering Changsha University of Science and Technology, Changsha, P. R. China","institution_ids":["https://openalex.org/I56934997"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085673014","display_name":"Dengyong Zhang","orcid":"https://orcid.org/0000-0002-2789-2980"},"institutions":[{"id":"https://openalex.org/I56934997","display_name":"Changsha University of Science and Technology","ror":"https://ror.org/03yph8055","country_code":"CN","type":"education","lineage":["https://openalex.org/I56934997"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dengyong Zhang","raw_affiliation_strings":["The School of Computer and Communication Engineering Changsha University of Science and Technology,Changsha,P. R. China","The School of Computer and Communication Engineering Changsha University of Science and Technology, Changsha, P. R. China"],"affiliations":[{"raw_affiliation_string":"The School of Computer and Communication Engineering Changsha University of Science and Technology,Changsha,P. R. China","institution_ids":["https://openalex.org/I56934997"]},{"raw_affiliation_string":"The School of Computer and Communication Engineering Changsha University of Science and Technology, Changsha, P. R. China","institution_ids":["https://openalex.org/I56934997"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009164568"],"corresponding_institution_ids":["https://openalex.org/I121296143","https://openalex.org/I4210156404"],"apc_list":null,"apc_paid":null,"fwci":0.604,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.67539462,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"425","last_page":"433"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9993000030517578,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9993000030517578,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9969000220298767,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8456307053565979},{"id":"https://openalex.org/keywords/fuse","display_name":"Fuse (electrical)","score":0.787349283695221},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6921882033348083},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.6420299410820007},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6063168048858643},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5378161668777466},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.4771679937839508},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4411366581916809},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.43497663736343384},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.4199933707714081},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3608090281486511},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34145981073379517},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11172589659690857}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8456307053565979},{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.787349283695221},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6921882033348083},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.6420299410820007},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6063168048858643},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5378161668777466},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.4771679937839508},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4411366581916809},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.43497663736343384},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.4199933707714081},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3608090281486511},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34145981073379517},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11172589659690857},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/secon55815.2022.9918605","is_oa":false,"landing_page_url":"https://doi.org/10.1109/secon55815.2022.9918605","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 19th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7300000190734863,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1522734439","https://openalex.org/W2064675550","https://openalex.org/W2115252128","https://openalex.org/W2194775991","https://openalex.org/W2739080336","https://openalex.org/W2849493572","https://openalex.org/W2888519208","https://openalex.org/W2891145043","https://openalex.org/W2898877033","https://openalex.org/W2913399670","https://openalex.org/W2962858109","https://openalex.org/W2962958939","https://openalex.org/W2963524571","https://openalex.org/W2963684180","https://openalex.org/W2963720850","https://openalex.org/W2982058372","https://openalex.org/W2986734719","https://openalex.org/W2987809008","https://openalex.org/W3007105512","https://openalex.org/W3034175346","https://openalex.org/W3034552520","https://openalex.org/W3034577585","https://openalex.org/W3034713808","https://openalex.org/W3034779438","https://openalex.org/W3034900344","https://openalex.org/W3035063907","https://openalex.org/W3048691466","https://openalex.org/W3083246145","https://openalex.org/W3094728142","https://openalex.org/W3108854358","https://openalex.org/W3118475005","https://openalex.org/W3134377386","https://openalex.org/W3158766194","https://openalex.org/W3166428200","https://openalex.org/W3166490340","https://openalex.org/W3166873596","https://openalex.org/W3175528717","https://openalex.org/W3176241004","https://openalex.org/W3183864931","https://openalex.org/W3188946793","https://openalex.org/W3191630110","https://openalex.org/W3193427204","https://openalex.org/W3207531490","https://openalex.org/W3209798173","https://openalex.org/W4283802557","https://openalex.org/W4287666057","https://openalex.org/W4293209991","https://openalex.org/W4295312788","https://openalex.org/W6631190155","https://openalex.org/W6677618333","https://openalex.org/W6756046522","https://openalex.org/W6766978945","https://openalex.org/W6769920582","https://openalex.org/W6782027070","https://openalex.org/W6782575167","https://openalex.org/W6787780515"],"related_works":["https://openalex.org/W2354322770","https://openalex.org/W3000097931","https://openalex.org/W4237547500","https://openalex.org/W1570848052","https://openalex.org/W2373192430","https://openalex.org/W4239268388","https://openalex.org/W2965546495","https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W1537496349"],"abstract_inverted_index":{"While":[0],"the":[1,16,48,62,80,84,87,92,96,103,108,111,120,127,132,150,160,176],"rapid":[2],"expansion":[3],"of":[4,18,24,64,153,163],"DeepFake":[5,19,59,68,115],"generation":[6],"techniques":[7],"has":[8],"arisen":[9],"a":[10,43,167],"serious":[11],"impact":[12],"on":[13,29,140],"human":[14],"society,":[15],"detection":[17,178],"videos":[20,116],"is":[21,123],"challenging":[22],"because":[23],"their":[25,74],"highly":[26],"plausible":[27],"contents":[28],"each":[30],"frame,":[31],"which":[32,77],"are":[33],"not":[34],"visually":[35],"apparent.":[36],"To":[37],"address":[38],"that,":[39],"this":[40],"paper":[41],"proposes":[42],"two-stream":[44],"method":[45,172],"to":[46,57,100,125],"capture":[47],"spatial-temporal":[49],"inconsistency":[50,66,94,113],"cues,":[51],"and":[52,136,156],"then":[53],"interactively":[54],"fuse":[55],"them":[56],"detect":[58],"videos.":[60],"Since":[61],"traces":[63],"spatial":[65,93],"in":[67,73,83,114,149],"video":[69],"frames":[70,99],"mainly":[71],"appear":[72],"structural":[75],"information,":[76],"reflects":[78],"by":[79,131],"phase":[81],"component":[82],"frequency":[85],"domain,":[86],"proposed":[88,124,171],"frame-level":[89],"stream":[90,122],"learns":[91],"from":[95,166],"phase-based":[97],"reconstructed":[98],"avoid":[101],"fitting":[102],"content":[104],"information.":[105],"Aiming":[106],"at":[107],"problem":[109],"that":[110],"temporal":[112,128,133],"might":[117],"be":[118],"ignored,":[119],"temporality-level":[121],"extract":[126],"correlation":[129],"feature":[130],"difference":[134],"networks":[135],"stacked":[137],"ConvGRU":[138],"module":[139],"consecutive":[141],"multiple":[142],"frames.":[143],"When":[144],"interacted":[145],"with":[146,159],"channel":[147],"attention":[148],"intermediate":[151],"layer":[152],"two":[154,164],"streams,":[155],"adaptively":[157],"fused":[158],"discriminative":[161],"features":[162],"streams":[165],"global-local":[168],"perspective,":[169],"our":[170],"performs":[173],"better":[174],"than":[175],"state-of-the-art":[177],"methods.":[179]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}