{"id":"https://openalex.org/W4415314911","doi":"https://doi.org/10.1007/978-3-032-02831-0_7","title":"Combating Deepfakes: A Powerful Hybrid Approach with LSTM and ResNeXt","display_name":"Combating Deepfakes: A Powerful Hybrid Approach with LSTM and ResNeXt","publication_year":2025,"publication_date":"2025-10-18","ids":{"openalex":"https://openalex.org/W4415314911","doi":"https://doi.org/10.1007/978-3-032-02831-0_7"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-02831-0_7","doi":"https://doi.org/10.1007/978-3-032-02831-0_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-02831-0_7","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4415314837","display_name":"Proceedings of Data Analytics and Management"},"type":"conference-paper","is_traditional":true,"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/A5034994800","display_name":"Ramya B","orcid":"https://orcid.org/0000-0003-1331-6592","observed_orcids":["https://orcid.org/0000-0003-1331-6592"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"R. B. Ramya","raw_affiliation_strings":["A.P. Shah Institute of Technology, Thane, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"A.P. Shah Institute of Technology, Thane, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5096549920","display_name":"Sachin Malave","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sachin Malave","raw_affiliation_strings":["A.P. Shah Institute of Technology, Thane, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"A.P. Shah Institute of Technology, Thane, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120049200","display_name":"Atharva Dalvi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Atharva Dalvi","raw_affiliation_strings":["A.P. Shah Institute of Technology, Thane, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"A.P. Shah Institute of Technology, Thane, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120049201","display_name":"Tejas Bhandary","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tejas Bhandary","raw_affiliation_strings":["A.P. Shah Institute of Technology, Thane, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"A.P. Shah Institute of Technology, Thane, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mohit Chavan","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohit Chavan","raw_affiliation_strings":["A.P. Shah Institute of Technology, Thane, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"A.P. Shah Institute of Technology, Thane, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068707427","display_name":"Anurag Dubey","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anurag Dubey","raw_affiliation_strings":["A.P. Shah Institute of Technology, Thane, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"A.P. Shah Institute of Technology, Thane, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5120049200"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"81","last_page":"90"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":1.0,"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":1.0,"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":0.0,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/deepfake-detection","display_name":"deepfake detection","score":1.0},{"id":"https://openalex.org/keywords/video-manipulation","display_name":"video manipulation","score":0.6899999976158142},{"id":"https://openalex.org/keywords/lstm","display_name":"LSTM","score":0.6660000085830688},{"id":"https://openalex.org/keywords/resnext","display_name":"ResNeXt","score":0.9900000095367432},{"id":"https://openalex.org/keywords/hybrid-cnn-lstm-model","display_name":"CNN-LSTM hybrid model","score":0.7900000214576721},{"id":"https://openalex.org/keywords/misinformation","display_name":"misinformation","score":0.6179999709129333},{"id":"https://openalex.org/keywords/facial-expression-analysis","display_name":"facial expression analysis","score":0.7620000243186951},{"id":"https://openalex.org/keywords/video-frame-features","display_name":"video frame features","score":0.4269999861717224}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6942999958992004},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6773999929428101},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.3824000060558319},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.38040000200271606},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3709999918937683},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3278000056743622},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.3174999952316284},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.305400013923645},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.301800012588501},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.29499998688697815},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.2906999886035919},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.2702000141143799},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2660999894142151},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.26589998602867126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-02831-0_7","doi":"https://doi.org/10.1007/978-3-032-02831-0_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-02831-0_7","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2889832155","https://openalex.org/W2898712164","https://openalex.org/W2904573504","https://openalex.org/W2911424785","https://openalex.org/W2991109336","https://openalex.org/W3016627862","https://openalex.org/W3020392129","https://openalex.org/W3037967553","https://openalex.org/W3080632971","https://openalex.org/W3097503270","https://openalex.org/W3118709007","https://openalex.org/W3158734383","https://openalex.org/W3162424205","https://openalex.org/W3176966826","https://openalex.org/W3180329150","https://openalex.org/W3195059668","https://openalex.org/W3195799216","https://openalex.org/W3210520355","https://openalex.org/W4210482394","https://openalex.org/W4211200055","https://openalex.org/W4285791495","https://openalex.org/W4292828895","https://openalex.org/W4311719620","https://openalex.org/W4315865725","https://openalex.org/W4322619939","https://openalex.org/W4352981324","https://openalex.org/W4390235290","https://openalex.org/W4393150307","https://openalex.org/W4397031504","https://openalex.org/W4401277746"],"related_works":["https://openalex.org/W7211969998","https://openalex.org/W7107943202","https://openalex.org/W7218314860","https://openalex.org/W4401075861","https://openalex.org/W6911868702","https://openalex.org/W4414065347","https://openalex.org/W7218040706","https://openalex.org/W4394608798","https://openalex.org/W4327571479","https://openalex.org/W7127048343"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-10-18T00:00:00"}
