{"id":"https://openalex.org/W4399602142","doi":"https://doi.org/10.1109/tce.2024.3414319","title":"Detecting Sequential Deepfake Manipulation via Spectral Transformer With Pyramid Attention in Consumer IoT","display_name":"Detecting Sequential Deepfake Manipulation via Spectral Transformer With Pyramid Attention in Consumer IoT","publication_year":2024,"publication_date":"2024-06-13","ids":{"openalex":"https://openalex.org/W4399602142","doi":"https://doi.org/10.1109/tce.2024.3414319"},"language":"en","primary_location":{"id":"doi:10.1109/tce.2024.3414319","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2024.3414319","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Consumer Electronics","raw_type":"journal-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":null,"display_name":"Guisheng Zhang","orcid":"https://orcid.org/0009-0000-4635-9850"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guisheng Zhang","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China"],"raw_orcid":"https://orcid.org/0009-0000-4635-9850","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041574741","display_name":"Qilei Li","orcid":"https://orcid.org/0000-0002-9675-9016"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]},{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Qilei Li","raw_affiliation_strings":["School of Electronic Engineering and Computer Science, Queen Mary University of London, London, U.K","School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China"],"raw_orcid":"https://orcid.org/0000-0002-9675-9016","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering and Computer Science, Queen Mary University of London, London, U.K","institution_ids":["https://openalex.org/I166337079"]},{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026551711","display_name":"Mingliang Gao","orcid":"https://orcid.org/0000-0001-7273-7499"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]},{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Mingliang Gao","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China","School of Electronic Engineering and Computer Science, Queen Mary University of London, London, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0001-7273-7499","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]},{"raw_affiliation_string":"School of Electronic Engineering and Computer Science, Queen Mary University of London, London, United Kingdom","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104326443","display_name":"Siyou Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyou Guo","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China"],"raw_orcid":"https://orcid.org/0009-0003-8373-9969","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049449184","display_name":"Gwanggil Jeon","orcid":"https://orcid.org/0000-0002-0651-4278"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gwanggil Jeon","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China"],"raw_orcid":"https://orcid.org/0000-0002-0651-4278","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I119203015"],"apc_list":null,"apc_paid":null,"fwci":2.3808,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.8973999,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"71","issue":"2","first_page":"6371","last_page":"6380"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9204000234603882,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9204000234603882,"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":0.9150999784469604,"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":0.5944716930389404},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5547627806663513},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4857090413570404},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3360958695411682},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.33253878355026245},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.25924813747406006},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.24886348843574524},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17942985892295837},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.11778286099433899}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5944716930389404},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5547627806663513},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4857090413570404},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3360958695411682},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.33253878355026245},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.25924813747406006},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.24886348843574524},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17942985892295837},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.11778286099433899}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tce.2024.3414319","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2024.3414319","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Consumer Electronics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2730097679","display_name":null,"funder_award_id":"ZR2022MF307","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2752782242","https://openalex.org/W2798405286","https://openalex.org/W2962770929","https://openalex.org/W2963091558","https://openalex.org/W2988576913","https://openalex.org/W3034521057","https://openalex.org/W3034552520","https://openalex.org/W3096609285","https://openalex.org/W3119205652","https://openalex.org/W3131500599","https://openalex.org/W3162090017","https://openalex.org/W3166541011","https://openalex.org/W3174508664","https://openalex.org/W3202544841","https://openalex.org/W3212386989","https://openalex.org/W4214622647","https://openalex.org/W4221149434","https://openalex.org/W4289752563","https://openalex.org/W4312350393","https://openalex.org/W4312832682","https://openalex.org/W4312865419","https://openalex.org/W4313445295","https://openalex.org/W4322747009","https://openalex.org/W4361799336","https://openalex.org/W4371766247","https://openalex.org/W4375928871","https://openalex.org/W4377250587","https://openalex.org/W4385986617","https://openalex.org/W4386985906","https://openalex.org/W4387968020","https://openalex.org/W4389104848","https://openalex.org/W4390570833","https://openalex.org/W4391935836"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2390279801","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W2358668433","https://openalex.org/W4200598720"],"abstract_inverted_index":{"Recently,":[0],"the":[1,24,27,30,33,50,58,116,120,138,142,150,155,159,165,171],"Consumer":[2],"Internet":[3],"of":[4,26,35,54,60,141,158,168],"Things":[5],"(CIoT)":[6],"has":[7,47],"brought":[8],"great":[9],"convenience":[10],"to":[11,91,114,130,136],"people.":[12],"In":[13],"CIoT,":[14],"face":[15,37,117,143,172],"image":[16],"information":[17,38],"is":[18,42,127],"indispensable":[19],"for":[20],"payment":[21],"and":[22,52,110,133],"checking":[23],"identity":[25],"user":[28],"in":[29,39,95,170],"transaction.":[31],"However,":[32],"misuse":[34],"deepfake":[36,161],"CIoT":[40],"transactions":[41],"a":[43,82,86,102,124],"growing":[44],"problem.":[45],"It":[46],"seriously":[48],"violated":[49],"property":[51],"privacy":[53],"individuals.":[55],"Moreover,":[56],"with":[57,85],"proliferation":[59],"easily":[61],"accessible":[62],"facial":[63,70,97],"editing":[64],"applications,":[65],"individuals":[66],"can":[67,153],"effortlessly":[68],"manipulate":[69],"components":[71],"through":[72,164],"sequential":[73,160],"multi-step":[74],"manipulations.":[75],"To":[76],"solve":[77],"this":[78],"issue,":[79],"we":[80,100],"propose":[81],"Spectral":[83],"Transformer":[84,126],"Pyramid":[87],"Attention":[88],"(STPA)":[89],"model":[90],"detect":[92],"sequence":[93],"permutations":[94],"manipulated":[96],"images.":[98],"Specifically,":[99],"introduce":[101],"pyramid":[103],"attention":[104,112],"module":[105],"that":[106,149],"integrates":[107],"both":[108],"spatial":[109],"channel":[111],"mechanisms":[113],"prioritize":[115],"region":[118],"over":[119],"background":[121],"region.":[122,145,174],"Additionally,":[123],"spectral":[125],"employed":[128],"concurrently":[129],"extract":[131],"global":[132],"local":[134],"features":[135,169],"facilitate":[137],"fine-grained":[139,166],"extraction":[140,167],"forgery":[144,173],"Comprehensive":[146],"experiments":[147],"prove":[148],"proposed":[151],"method":[152],"enhance":[154],"detection":[156],"accuracy":[157],"manipulation":[162],"task":[163]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
