{"id":"https://openalex.org/W4407518772","doi":"https://doi.org/10.1049/bme2/2217175","title":"Wavelet\u2010Based Texture Mining and Enhancement for Face Forgery Detection","display_name":"Wavelet\u2010Based Texture Mining and Enhancement for Face Forgery Detection","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4407518772","doi":"https://doi.org/10.1049/bme2/2217175"},"language":"en","primary_location":{"id":"doi:10.1049/bme2/2217175","is_oa":true,"landing_page_url":"https://doi.org/10.1049/bme2/2217175","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/bme2/2217175","source":{"id":"https://openalex.org/S2482923289","display_name":"IET Biometrics","issn_l":"2047-4938","issn":["2047-4938","2047-4946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IET Biometrics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/bme2/2217175","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075583833","display_name":"Xin Li","orcid":"https://orcid.org/0009-0008-1190-3535"},"institutions":[{"id":"https://openalex.org/I114234892","display_name":"Beijing Union University","ror":"https://ror.org/01hg31662","country_code":"CN","type":"education","lineage":["https://openalex.org/I114234892"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Li","raw_affiliation_strings":["Beijing Key Laboratory of Information Service Engineering ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","College of Robotics ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn"],"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Information Service Engineering ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","institution_ids":["https://openalex.org/I114234892"]},{"raw_affiliation_string":"College of Robotics ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","institution_ids":["https://openalex.org/I114234892"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hui Zhao","orcid":"https://orcid.org/0009-0008-9692-4262"},"institutions":[{"id":"https://openalex.org/I114234892","display_name":"Beijing Union University","ror":"https://ror.org/01hg31662","country_code":"CN","type":"education","lineage":["https://openalex.org/I114234892"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Zhao","raw_affiliation_strings":["Beijing Key Laboratory of Information Service Engineering ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","College of Robotics ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn"],"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Information Service Engineering ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","institution_ids":["https://openalex.org/I114234892"]},{"raw_affiliation_string":"College of Robotics ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","institution_ids":["https://openalex.org/I114234892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089881297","display_name":"Bingxin Xu","orcid":"https://orcid.org/0009-0002-3340-4215"},"institutions":[{"id":"https://openalex.org/I114234892","display_name":"Beijing Union University","ror":"https://ror.org/01hg31662","country_code":"CN","type":"education","lineage":["https://openalex.org/I114234892"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bingxin Xu","raw_affiliation_strings":["Beijing Key Laboratory of Information Service Engineering ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","College of Robotics ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn"],"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Information Service Engineering ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","institution_ids":["https://openalex.org/I114234892"]},{"raw_affiliation_string":"College of Robotics ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","institution_ids":["https://openalex.org/I114234892"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040452780","display_name":"Hongzhe Liu","orcid":"https://orcid.org/0000-0003-2314-5272"},"institutions":[{"id":"https://openalex.org/I114234892","display_name":"Beijing Union University","ror":"https://ror.org/01hg31662","country_code":"CN","type":"education","lineage":["https://openalex.org/I114234892"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongzhe Liu","raw_affiliation_strings":["Beijing Key Laboratory of Information Service Engineering ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","College of Robotics ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn"],"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Information Service Engineering ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","institution_ids":["https://openalex.org/I114234892"]},{"raw_affiliation_string":"College of Robotics ,  Beijing Union University ,  Beijing ,  China ,  buu.edu.cn","institution_ids":["https://openalex.org/I114234892"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5040452780","https://openalex.org/A5089881297"],"corresponding_institution_ids":["https://openalex.org/I114234892"],"apc_list":{"value":2200,"currency":"USD","value_usd":2200},"apc_paid":{"value":2200,"currency":"USD","value_usd":2200},"fwci":1.2134,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.75957693,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"2025","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.9980000257492065,"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/T11448","display_name":"Face recognition and analysis","score":0.9980000257492065,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9979000091552734,"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":0.9962000250816345,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8604145050048828},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.6485635042190552},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.590968906879425},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.579903244972229},{"id":"https://openalex.org/keywords/texture","display_name":"Texture (cosmology)","score":0.5424999594688416},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49211210012435913},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4613950252532959},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.1851467490196228}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8604145050048828},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.6485635042190552},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.590968906879425},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.579903244972229},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.5424999594688416},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49211210012435913},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4613950252532959},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.1851467490196228},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1049/bme2/2217175","is_oa":true,"landing_page_url":"https://doi.org/10.1049/bme2/2217175","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/bme2/2217175","source":{"id":"https://openalex.org/S2482923289","display_name":"IET Biometrics","issn_l":"2047-4938","issn":["2047-4938","2047-4946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IET Biometrics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d496d8b86fd0491cb57e33bde8fe27e6","is_oa":true,"landing_page_url":"https://doaj.org/article/d496d8b86fd0491cb57e33bde8fe27e6","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IET Biometrics, Vol 2025 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1049/bme2/2217175","is_oa":true,"landing_page_url":"https://doi.org/10.1049/bme2/2217175","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/bme2/2217175","source":{"id":"https://openalex.org/S2482923289","display_name":"IET Biometrics","issn_l":"2047-4938","issn":["2047-4938","2047-4946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IET Biometrics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G343683571","display_name":null,"funder_award_id":"62102033","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G405400131","display_name":null,"funder_award_id":"6217104","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G685742449","display_name":null,"funder_award_id":"62006020","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8232605143","display_name":null,"funder_award_id":"62171042","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407518772.pdf","grobid_xml":"https://content.openalex.org/works/W4407518772.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W2531409750","https://openalex.org/W2990138404","https://openalex.org/W3034196597","https://openalex.org/W3034552680","https://openalex.org/W3034795015","https://openalex.org/W3094728142","https://openalex.org/W3108854358","https://openalex.org/W3122852338","https://openalex.org/W3154326567","https://openalex.org/W3158353280","https://openalex.org/W3166562126","https://openalex.org/W3166873596","https://openalex.org/W3174508664","https://openalex.org/W3174656926","https://openalex.org/W3176241004","https://openalex.org/W3183999072","https://openalex.org/W3187275941","https://openalex.org/W3200619004","https://openalex.org/W3215112182","https://openalex.org/W4226024856","https://openalex.org/W4287080402","https://openalex.org/W4289950749","https://openalex.org/W4290994941","https://openalex.org/W4310017951","https://openalex.org/W4313127140","https://openalex.org/W4313177092","https://openalex.org/W4313476637","https://openalex.org/W4322747017","https://openalex.org/W4382119399","https://openalex.org/W4382239873","https://openalex.org/W4386075803","https://openalex.org/W4386076635","https://openalex.org/W4401898199","https://openalex.org/W4404607464"],"related_works":["https://openalex.org/W2382174632","https://openalex.org/W2129959498","https://openalex.org/W2784060934","https://openalex.org/W2902714807","https://openalex.org/W2537489131","https://openalex.org/W2046633342","https://openalex.org/W2394084632","https://openalex.org/W2358293514","https://openalex.org/W2059273319","https://openalex.org/W2014650515"],"abstract_inverted_index":{"Due":[0],"to":[1,40,79,97,119],"the":[2,8,22,27,76,81,99,112,122],"abuse":[3],"of":[4,84,102],"deep":[5],"forgery":[6,11,46,63,158],"technology,":[7],"research":[9],"on":[10,136],"detection":[12,146],"methods":[13],"has":[14,132],"become":[15],"increasingly":[16],"urgent.":[17],"The":[18,129],"corresponding":[19],"relationship":[20],"between":[21],"frequency":[23],"spectrum":[24],"information":[25,78],"and":[26,44,58,107,154,164],"spatial":[28,127],"clues,":[29],"which":[30],"is":[31,117],"often":[32],"neglected":[33],"by":[34,49],"current":[35],"methods,":[36],"could":[37],"be":[38],"conducive":[39],"a":[41,54,68,91],"more":[42],"accurate":[43],"generalized":[45],"detection.":[47,64],"Motivated":[48],"this":[50],"inspiration,":[51],"we":[52,66,89],"propose":[53,90],"wavelet\u2010based":[55],"texture":[56,70,86,109,124],"mining":[57,75],"enhancement":[59,71],"framework":[60],"for":[61,156],"face":[62,157],"First,":[65],"introduce":[67],"frequency\u2010guided":[69],"(FGTE)":[72],"module":[73,96,115],"that":[74],"high\u2010frequency":[77],"improve":[80],"network\u2019s":[82],"extraction":[83],"effective":[85],"features.":[87,110,128],"Next,":[88],"global\u2013local":[92],"feature":[93],"refinement":[94],"(GLFR)":[95],"enhance":[98],"model\u2019s":[100],"leverage":[101],"both":[103],"global":[104],"semantic":[105],"features":[106],"local":[108],"Moreover,":[111],"interactive":[113],"fusion":[114],"(IFM)":[116],"designed":[118],"fully":[120],"incorporate":[121],"enhanced":[123],"clues":[125],"with":[126],"proposed":[130],"method":[131],"been":[133],"extensively":[134],"evaluated":[135],"five":[137],"public":[138],"datasets,":[139],"such":[140],"as":[141],"FaceForensics++":[142],"(FF++),":[143],"deepfake":[144],"(DF)":[145],"(DFD)":[147],"challenge":[148],"(DFDC),":[149],"Celeb\u2010DFv2,":[150],"DFDC":[151],"preview":[152],"(DFDC\u2010P),":[153],"DFD,":[155],"detection,":[159],"yielding":[160],"promising":[161],"performance":[162],"within":[163],"cross":[165],"dataset":[166],"experiments.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}