{"id":"https://openalex.org/W4404032825","doi":"https://doi.org/10.1109/icccnt61001.2024.10723844","title":"Enhancing Deepfake Detection: Leveraging Deep Models for Video Authentication","display_name":"Enhancing Deepfake Detection: Leveraging Deep Models for Video Authentication","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4404032825","doi":"https://doi.org/10.1109/icccnt61001.2024.10723844"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt61001.2024.10723844","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10723844","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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/A5015271404","display_name":"Vikram Sundaram","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Vikram Sundaram","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Engineering,Department of Electronics and Communication Engineering,Bengaluru,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Engineering,Department of Electronics and Communication Engineering,Bengaluru,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076692636","display_name":"B. MUTHU SENTHIL","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Babitha Senthil","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Engineering,Department of Electronics and Communication Engineering,Bengaluru,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Engineering,Department of Electronics and Communication Engineering,Bengaluru,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054071605","display_name":"Susmitha Vekkot","orcid":"https://orcid.org/0000-0002-6638-214X"},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Susmitha Vekkot","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Engineering,Department of Electronics and Communication Engineering,Bengaluru,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Engineering,Department of Electronics and Communication Engineering,Bengaluru,India","institution_ids":["https://openalex.org/I81556334"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5015271404"],"corresponding_institution_ids":["https://openalex.org/I81556334"],"apc_list":null,"apc_paid":null,"fwci":2.2271,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.89456654,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","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/T12357","display_name":"Digital Media Forensic Detection","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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9976000189781189,"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/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.980400025844574,"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":0.7838876247406006},{"id":"https://openalex.org/keywords/authentication","display_name":"Authentication (law)","score":0.6583870053291321},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.45952942967414856}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7838876247406006},{"id":"https://openalex.org/C148417208","wikidata":"https://www.wikidata.org/wiki/Q4825882","display_name":"Authentication (law)","level":2,"score":0.6583870053291321},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.45952942967414856}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt61001.2024.10723844","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10723844","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W3033415056","https://openalex.org/W3034196597","https://openalex.org/W3044471845","https://openalex.org/W3094728142","https://openalex.org/W3175342695","https://openalex.org/W3196204467","https://openalex.org/W3209099307","https://openalex.org/W4283712107","https://openalex.org/W4297095254","https://openalex.org/W4304208062","https://openalex.org/W4320008888","https://openalex.org/W4323022407","https://openalex.org/W4360996774","https://openalex.org/W4382052511","https://openalex.org/W4386953284","https://openalex.org/W4388819886","https://openalex.org/W4388937770","https://openalex.org/W4392903354","https://openalex.org/W6784810453"],"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/W2001405890","https://openalex.org/W2912135041"],"abstract_inverted_index":{"This":[0],"research":[1],"endeavors":[2],"to":[3],"revolutionize":[4],"deepfake":[5],"detection":[6],"by":[7],"achieving":[8],"unparalleled":[9],"accuracy":[10,54],"with":[11,87],"a":[12],"modest":[13],"dataset.":[14],"Leveraging":[15],"CNN-based":[16],"feature":[17],"extractors":[18],"and":[19,41,92],"either":[20],"CNN":[21],"or":[22],"MLP":[23,81],"as":[24,48],"high-level":[25],"architectures,":[26],"the":[27,39,59,80,101,104,109],"methodology":[28],"prioritizes":[29],"precision":[30],"in":[31,107],"discerning":[32],"authentic":[33],"from":[34],"fabricated":[35],"content.":[36,114],"Remarkably,":[37],"both":[38],"InceptionV3":[40],"InceptionResNetV2":[42,65,82],"models,":[43],"employing":[44],"Multilayer":[45],"Perceptrons":[46],"(MLP)":[47],"their":[49],"highlevel":[50],"architecture,":[51],"demonstrate":[52],"outstanding":[53],"rates,":[55],"of":[56,103,111],"$\\mathbf{84.6\\%}$.":[57],"Moreover,":[58],"Receiver":[60],"Operating":[61],"Characteristic":[62],"(ROC)":[63],"for":[64,72],"stands":[66],"at":[67],"an":[68],"exceptional":[69,85],"0.99,":[70],"while":[71],"NasNetLarge,":[73],"it":[74],"reaches":[75],"$\\mathbf{0.":[76],"9":[77],"8}$.":[78],"Additionally,":[79],"model":[83],"demonstrated":[84],"performance":[86],"12":[88],"True":[89],"Negatives":[90],"(TN)":[91],"only":[93],"1":[94],"False":[95],"Negative":[96],"(FN).":[97],"These":[98],"findings":[99],"underscore":[100],"efficacy":[102],"proposed":[105],"approach":[106],"combating":[108],"proliferation":[110],"deceptive":[112],"media":[113]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}
