{"id":"https://openalex.org/W4221091880","doi":"https://doi.org/10.3390/systems10020031","title":"Multi-Feature Fusion Based Deepfake Face Forgery Video Detection","display_name":"Multi-Feature Fusion Based Deepfake Face Forgery Video Detection","publication_year":2022,"publication_date":"2022-03-07","ids":{"openalex":"https://openalex.org/W4221091880","doi":"https://doi.org/10.3390/systems10020031"},"language":"en","primary_location":{"id":"doi:10.3390/systems10020031","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems10020031","pdf_url":"https://www.mdpi.com/2079-8954/10/2/31/pdf?version=1646648922","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-8954/10/2/31/pdf?version=1646648922","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062903978","display_name":"Zhimao Lai","orcid":"https://orcid.org/0000-0003-1808-6976"},"institutions":[{"id":"https://openalex.org/I4210147983","display_name":"Guangdong Police College","ror":"https://ror.org/05krxyw16","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210147983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhimao Lai","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Information Security Technology, Guangzhou 510000, China","Immigration Management College (Guangzhou), China People\u2019s Police University, Guangzhou 510663, China","Immigration Management College (Guangzhou), China People's Police University, Guangzhou 510663, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Information Security Technology, Guangzhou 510000, China","institution_ids":[]},{"raw_affiliation_string":"Immigration Management College (Guangzhou), China People\u2019s Police University, Guangzhou 510663, China","institution_ids":["https://openalex.org/I4210147983"]},{"raw_affiliation_string":"Immigration Management College (Guangzhou), China People's Police University, Guangzhou 510663, China","institution_ids":["https://openalex.org/I4210147983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374835","display_name":"Yufei Wang","orcid":"https://orcid.org/0000-0003-1365-6554"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Yufei Wang","raw_affiliation_strings":["China-Singapore International Joint Research Institute, Guangzhou 511356, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China-Singapore International Joint Research Institute, Guangzhou 511356, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053225991","display_name":"Renhai Feng","orcid":"https://orcid.org/0000-0001-7194-6889"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renhai Feng","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089434760","display_name":"Xianglei Hu","orcid":"https://orcid.org/0000-0001-9308-3551"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianglei Hu","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou 510006, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou 510006, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066535943","display_name":"Haifeng Xu","orcid":"https://orcid.org/0000-0002-7999-0814"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Xu","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100374835"],"corresponding_institution_ids":[],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":1.0563,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.75412241,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"10","issue":"2","first_page":"31","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9998999834060669,"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":0.9998999834060669,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9973999857902527,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9922999739646912,"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":0.8021697402000427},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6972658038139343},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6397274732589722},{"id":"https://openalex.org/keywords/pornography","display_name":"Pornography","score":0.5928282141685486},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.55963534116745},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5403973460197449},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5274867415428162},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4999854564666748},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4509177505970001},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4393714666366577},{"id":"https://openalex.org/keywords/extortion","display_name":"Extortion","score":0.4208354949951172}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8021697402000427},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6972658038139343},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6397274732589722},{"id":"https://openalex.org/C2781301322","wikidata":"https://www.wikidata.org/wiki/Q291","display_name":"Pornography","level":2,"score":0.5928282141685486},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.55963534116745},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5403973460197449},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5274867415428162},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4999854564666748},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4509177505970001},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4393714666366577},{"id":"https://openalex.org/C2779066997","wikidata":"https://www.wikidata.org/wiki/Q6452087","display_name":"Extortion","level":2,"score":0.4208354949951172},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/systems10020031","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems10020031","pdf_url":"https://www.mdpi.com/2079-8954/10/2/31/pdf?version=1646648922","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8a2ee16c147f42bdb9b5c427ab82e59f","is_oa":true,"landing_page_url":"https://doaj.org/article/8a2ee16c147f42bdb9b5c427ab82e59f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems, Vol 10, Iss 2, p 31 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2079-8954/10/2/31/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/systems10020031","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems; Volume 10; Issue 2; Pages: 31","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/systems10020031","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems10020031","pdf_url":"https://www.mdpi.com/2079-8954/10/2/31/pdf?version=1646648922","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7799999713897705,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4221091880.pdf"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2098573669","https://openalex.org/W2531409750","https://openalex.org/W2774037436","https://openalex.org/W2798117183","https://openalex.org/W2891145043","https://openalex.org/W2896689692","https://openalex.org/W2902962850","https://openalex.org/W2913399670","https://openalex.org/W2962958939","https://openalex.org/W2963684180","https://openalex.org/W2982058372","https://openalex.org/W3005939059","https://openalex.org/W3013873750","https://openalex.org/W3021344608","https://openalex.org/W3035063907","https://openalex.org/W3038930935","https://openalex.org/W3045320999","https://openalex.org/W3048932886","https://openalex.org/W3048969434","https://openalex.org/W3102428524","https://openalex.org/W3102988878","https://openalex.org/W3138354997"],"related_works":["https://openalex.org/W2043609208","https://openalex.org/W2563210773","https://openalex.org/W2618548395","https://openalex.org/W2921473786","https://openalex.org/W3083305970","https://openalex.org/W4380886524","https://openalex.org/W2900686135","https://openalex.org/W3121853229","https://openalex.org/W2364889369","https://openalex.org/W4388413864"],"abstract_inverted_index":{"With":[0],"the":[1,37,51,78,82,93,110,123],"rapid":[2],"development":[3],"of":[4,39,81,89,99,114],"deep":[5,31,40,56],"learning,":[6],"generating":[7],"realistic":[8],"fake":[9,20],"face":[10,42,90],"videos":[11],"is":[12,16],"becoming":[13],"easier.":[14],"It":[15],"common":[17],"to":[18,35,76],"make":[19],"news,":[21],"network":[22],"pornography,":[23],"extortion":[24],"and":[25,104,107],"other":[26],"related":[27],"illegal":[28],"events":[29],"using":[30],"forgery.":[32,57],"In":[33],"order":[34],"attenuate":[36],"harm":[38],"forgery":[41],"video,":[43],"researchers":[44],"proposed":[45],"many":[46],"detection":[47,65,74,116,120],"methods":[48,60],"based":[49],"on":[50],"tampering":[52],"traces":[53],"introduced":[54],"by":[55],"However,":[58],"these":[59],"generally":[61],"have":[62],"poor":[63],"cross-database":[64],"performance.":[66],"Therefore,":[67],"this":[68],"paper":[69],"proposes":[70],"a":[71],"multi-feature":[72],"fusion":[73],"method":[75,85],"improve":[77],"generalization":[79],"ability":[80],"detector.":[83],"This":[84],"combines":[86],"feature":[87],"information":[88],"video":[91],"in":[92,122],"spatial":[94],"domain,":[95,97],"frequency":[96],"Pattern":[98],"Local":[100],"Gravitational":[101],"Force":[102],"(PLGF)":[103],"time":[105],"domain":[106],"effectively":[108],"reduces":[109],"average":[111],"error":[112],"rate":[113],"span":[115],"while":[117],"ensuring":[118],"good":[119],"effect":[121],"library.":[124]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
