{"id":"https://openalex.org/W4404143292","doi":"https://doi.org/10.1155/2024/7578036","title":"Deepfake Detection Based on the Adaptive Fusion of Spatial\u2010Frequency Features","display_name":"Deepfake Detection Based on the Adaptive Fusion of Spatial\u2010Frequency Features","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4404143292","doi":"https://doi.org/10.1155/2024/7578036"},"language":"en","primary_location":{"id":"doi:10.1155/2024/7578036","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/7578036","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/7578036","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/7578036","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018130513","display_name":"Fei Wang","orcid":"https://orcid.org/0000-0003-3920-0264"},"institutions":[{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Wang","raw_affiliation_strings":["School of Information and Communication Engineering ,  Dalian University of Technology ,  Dalian ,  China , dlut.edu.cn"],"raw_orcid":"https://orcid.org/0000-0003-3920-0264","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering ,  Dalian University of Technology ,  Dalian ,  China , dlut.edu.cn","institution_ids":["https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048813640","display_name":"Qile Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qile Chen","raw_affiliation_strings":["School of Information and Communication Engineering ,  Dalian University of Technology ,  Dalian ,  China , dlut.edu.cn"],"raw_orcid":"https://orcid.org/0009-0007-1123-9294","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering ,  Dalian University of Technology ,  Dalian ,  China , dlut.edu.cn","institution_ids":["https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113379725","display_name":"Botao Jing","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Botao Jing","raw_affiliation_strings":["School of Information and Communication Engineering ,  Dalian University of Technology ,  Dalian ,  China , dlut.edu.cn"],"raw_orcid":"https://orcid.org/0009-0007-5871-9607","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering ,  Dalian University of Technology ,  Dalian ,  China , dlut.edu.cn","institution_ids":["https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061562780","display_name":"Yeling Tang","orcid":"https://orcid.org/0009-0001-3784-0818"},"institutions":[{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yeling Tang","raw_affiliation_strings":["School of Information and Communication Engineering ,  Dalian University of Technology ,  Dalian ,  China , dlut.edu.cn"],"raw_orcid":"https://orcid.org/0009-0001-3784-0818","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering ,  Dalian University of Technology ,  Dalian ,  China , dlut.edu.cn","institution_ids":["https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091291402","display_name":"Zengren Song","orcid":"https://orcid.org/0000-0002-9933-7900"},"institutions":[{"id":"https://openalex.org/I4210087772","display_name":"National Computer Network Emergency Response Technical Team/Coordination Center of Chinar","ror":"https://ror.org/00247dh76","country_code":"CN","type":"nonprofit","lineage":["https://openalex.org/I4210087772"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zengren Song","raw_affiliation_strings":["National Computer Network Emergency Response Technical Team ,  Coordination Center of China ,  Beijing ,  China , cert.org.cn"],"raw_orcid":"https://orcid.org/0000-0002-9933-7900","affiliations":[{"raw_affiliation_string":"National Computer Network Emergency Response Technical Team ,  Coordination Center of China ,  Beijing ,  China , cert.org.cn","institution_ids":["https://openalex.org/I4210087772"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053298425","display_name":"Bo Wang","orcid":"https://orcid.org/0000-0003-1057-7973"},"institutions":[{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Wang","raw_affiliation_strings":["School of Information and Communication Engineering ,  Dalian University of Technology ,  Dalian ,  China , dlut.edu.cn"],"raw_orcid":"https://orcid.org/0000-0003-1057-7973","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering ,  Dalian University of Technology ,  Dalian ,  China , dlut.edu.cn","institution_ids":["https://openalex.org/I4210092944"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5091291402"],"corresponding_institution_ids":["https://openalex.org/I4210087772"],"apc_list":{"value":2500,"currency":"USD","value_usd":2500},"apc_paid":{"value":2500,"currency":"USD","value_usd":2500},"fwci":3.6787,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.94455024,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"2024","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9987000226974487,"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":0.9984999895095825,"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":0.599006712436676},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5744017362594604},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45136335492134094},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35624825954437256},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33674031496047974}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.599006712436676},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5744017362594604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45136335492134094},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35624825954437256},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33674031496047974},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1155/2024/7578036","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/7578036","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/7578036","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1155/2024/7578036","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/7578036","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/7578036","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.6899999976158142,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G2012155359","display_name":null,"funder_award_id":"62076052","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7356231321","display_name":null,"funder_award_id":"62106037","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/W4404143292.pdf","grobid_xml":"https://content.openalex.org/works/W4404143292.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1973869173","https://openalex.org/W1984769758","https://openalex.org/W2009130368","https://openalex.org/W2141112789","https://openalex.org/W2194775991","https://openalex.org/W2603123944","https://openalex.org/W2726034082","https://openalex.org/W2769905613","https://openalex.org/W2773031116","https://openalex.org/W2774037436","https://openalex.org/W2776107444","https://openalex.org/W2786289897","https://openalex.org/W2891145043","https://openalex.org/W2902962850","https://openalex.org/W2913399670","https://openalex.org/W2914447220","https://openalex.org/W2963684180","https://openalex.org/W2982058372","https://openalex.org/W2982763192","https://openalex.org/W2991318208","https://openalex.org/W3027378187","https://openalex.org/W3034196597","https://openalex.org/W3034713808","https://openalex.org/W3034795015","https://openalex.org/W3036198682","https://openalex.org/W3036644531","https://openalex.org/W3094728142","https://openalex.org/W3108854358","https://openalex.org/W3174508664","https://openalex.org/W3174656926","https://openalex.org/W3176241004","https://openalex.org/W3179508259","https://openalex.org/W3196551054","https://openalex.org/W4213222913","https://openalex.org/W4221149434","https://openalex.org/W4283796548","https://openalex.org/W4296079585","https://openalex.org/W4313127140","https://openalex.org/W4386065949","https://openalex.org/W4386071484","https://openalex.org/W4386075957","https://openalex.org/W4391759532","https://openalex.org/W4392904043","https://openalex.org/W4393150389","https://openalex.org/W4393154086","https://openalex.org/W4395703732","https://openalex.org/W4402716164"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Detecting":[0],"deepfake":[1,84,155,186],"media":[2],"remains":[3],"an":[4,121],"ongoing":[5],"challenge,":[6],"particularly":[7],"as":[8],"forgery":[9,19,55,190],"techniques":[10],"rapidly":[11],"evolve":[12],"and":[13,36,79,94],"become":[14],"increasingly":[15],"diverse.":[16],"Existing":[17],"face":[18],"detection":[20,156],"models":[21],"typically":[22],"attempt":[23],"to":[24,59,82,110],"discriminate":[25],"fake":[26],"images":[27,187],"by":[28],"identifying":[29,185],"either":[30],"spatial":[31,78],"artifacts":[32,42],"(e.g.,":[33,43],"generative":[34],"distortions":[35],"blending":[37],"inconsistencies)":[38],"or":[39],"predominantly":[40],"frequency\u2010based":[41],"GAN":[44],"fingerprints).":[45],"However,":[46],"a":[47,51,68,74,98,112,143],"singular":[48],"focus":[49],"on":[50,153,170],"single":[52],"type":[53],"of":[54,76,132,147,161,167],"cue":[56],"can":[57],"lead":[58],"limited":[60],"model":[61],"performance.":[62],"In":[63],"this":[64],"work,":[65],"we":[66,87,119],"propose":[67],"novel":[69],"cross\u2010domain":[70],"approach":[71],"that":[72,126],"leverages":[73],"combination":[75],"both":[77],"frequency\u2010aware":[80],"cues":[81],"enhance":[83],"detection.":[85],"First,":[86],"extract":[88],"wavelet":[89,92],"features":[90,96,131],"using":[91,97],"transformation":[93],"residual":[95],"specialized":[99],"frequency":[100,114,138],"domain":[101,115,139],"filter.":[102],"These":[103],"complementary":[104],"feature":[105,116,123],"representations":[106],"are":[107],"then":[108],"concatenated":[109],"obtain":[111],"composite":[113,137],"set.":[117],"Furthermore,":[118],"introduce":[120],"adaptive":[122],"fusion":[124],"module":[125],"integrates":[127],"the":[128,133,136,159,165,171],"RGB":[129],"color":[130],"image":[134],"with":[135],"features,":[140],"resulting":[141],"in":[142,183],"rich,":[144],"multifaceted":[145],"set":[146],"classification":[148],"features.":[149],"Extensive":[150],"experiments":[151],"conducted":[152],"benchmark":[154],"datasets":[157],"demonstrate":[158],"effectiveness":[160],"our":[162,168],"method.":[163],"Notably,":[164],"accuracy":[166],"method":[169],"challenging":[172],"FF++":[173],"dataset":[174],"is":[175],"mostly":[176],"above":[177],"98%,":[178],"showcasing":[179],"its":[180],"strong":[181],"performance":[182],"reliably":[184],"across":[188],"diverse":[189],"techniques.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":12}],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2025-10-10T00:00:00"}
