{"id":"https://openalex.org/W3129743314","doi":"https://doi.org/10.1142/s0218488521400067","title":"Improving the Efficiency of Image and Video Forgery Detection Using Hybrid Convolutional Neural Networks","display_name":"Improving the Efficiency of Image and Video Forgery Detection Using Hybrid Convolutional Neural Networks","publication_year":2021,"publication_date":"2021-02-22","ids":{"openalex":"https://openalex.org/W3129743314","doi":"https://doi.org/10.1142/s0218488521400067","mag":"3129743314"},"language":"en","primary_location":{"id":"doi:10.1142/s0218488521400067","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218488521400067","pdf_url":null,"source":{"id":"https://openalex.org/S69518169","display_name":"International Journal of Uncertainty Fuzziness and Knowledge-Based Systems","issn_l":"0218-4885","issn":["0218-4885","1793-6411"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems","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":"https://openalex.org/A5035967681","display_name":"Sonal P. Patil","orcid":"https://orcid.org/0000-0002-0336-3953"},"institutions":[{"id":"https://openalex.org/I42014448","display_name":"Sardar Vallabhbhai National Institute of Technology Surat","ror":"https://ror.org/02y394t43","country_code":"IN","type":"education","lineage":["https://openalex.org/I42014448"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sonal Pramod Patil","raw_affiliation_strings":["Computer Engineering, S.V.N.I.T. Surat, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering, S.V.N.I.T. Surat, India","institution_ids":["https://openalex.org/I42014448"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076659208","display_name":"Krupa Jariwala","orcid":"https://orcid.org/0000-0002-9675-0548"},"institutions":[{"id":"https://openalex.org/I42014448","display_name":"Sardar Vallabhbhai National Institute of Technology Surat","ror":"https://ror.org/02y394t43","country_code":"IN","type":"education","lineage":["https://openalex.org/I42014448"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. N. Jariwala","raw_affiliation_strings":["Computer Engineering, S.V.N.I.T. Surat, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering, S.V.N.I.T. Surat, India","institution_ids":["https://openalex.org/I42014448"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5035967681"],"corresponding_institution_ids":["https://openalex.org/I42014448"],"apc_list":null,"apc_paid":null,"fwci":0.5819,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.67093286,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"29","issue":"Supp01","first_page":"101","last_page":"117"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9995999932289124,"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":0.9995999932289124,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.8676395416259766},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7892673015594482},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.7161945700645447},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6303111910820007},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.6061348915100098},{"id":"https://openalex.org/keywords/internet-video","display_name":"Internet video","score":0.46144548058509827},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4481823742389679},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.43227893114089966},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.43177932500839233},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.41569268703460693},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.39255446195602417},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37051230669021606},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.07040637731552124}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8676395416259766},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7892673015594482},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.7161945700645447},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6303111910820007},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.6061348915100098},{"id":"https://openalex.org/C2779789524","wikidata":"https://www.wikidata.org/wiki/Q16885149","display_name":"Internet video","level":3,"score":0.46144548058509827},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4481823742389679},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.43227893114089966},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.43177932500839233},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.41569268703460693},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39255446195602417},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37051230669021606},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.07040637731552124}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218488521400067","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218488521400067","pdf_url":null,"source":{"id":"https://openalex.org/S69518169","display_name":"International Journal of Uncertainty Fuzziness and Knowledge-Based Systems","issn_l":"0218-4885","issn":["0218-4885","1793-6411"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3167935049","https://openalex.org/W2964954556","https://openalex.org/W3103566983","https://openalex.org/W3029198973","https://openalex.org/W3019910406","https://openalex.org/W2141118514"],"abstract_inverted_index":{"Recently,":[0,37],"on":[1,144],"the":[2,4,15,18,70,85,103,114,126,133,159],"internet,":[3],"level":[5],"of":[6,50,76,152],"image":[7,104,134],"and":[8,53,57,87,105,154],"video":[9,106,137],"forgery":[10,107],"has":[11,21,42],"augmented":[12],"due":[13,72],"to":[14,25,73,83,101,131],"augmentation":[16],"in":[17,81],"malware,":[19],"which":[20],"facilitated":[22],"user":[23],"(anyone)":[24],"upload,":[26],"download,":[27],"or":[28,35],"share":[29],"objects":[30],"online":[31],"comprising":[32],"audio,":[33],"images,":[34],"video.":[36],"Convolution":[38],"Neural":[39],"Network":[40],"(CNN)":[41],"turn":[43],"into":[44],"a":[45],"de-facto":[46],"technique":[47],"for":[48,79,149,167],"classification":[49],"multi-dimensional":[51],"data":[52],"it":[54,89,155],"renders":[55],"standard":[56],"also":[58],"highly":[59],"effectual":[60],"network":[61,86],"layer":[62],"arrangements.":[63],"But":[64],"these":[65,96],"architectures":[66],"are":[67],"limited":[68],"by":[69],"speed":[71],"massive":[74],"number":[75],"calculations":[77],"needed":[78],"training":[80],"addition":[82],"testing":[84,169],"also,":[88],"might":[90],"render":[91],"less":[92],"accuracy.":[93],"To":[94],"trounce":[95],"issues,":[97],"this":[98],"paper":[99],"proposed":[100,160],"ameliorate":[102],"detection\u2019s":[108],"efficiency":[109],"utilizing":[110],"hybrid":[111,127],"CNN.":[112],"Initially,":[113],"intensive":[115],"along":[116],"with":[117,136,147],"incremental":[118],"learning":[119],"phase":[120],"is":[121,129],"carried":[122],"out.":[123],"After":[124],"that,":[125],"CNN":[128],"implemented":[130],"detect":[132],"together":[135,146],"forgery.":[138],"The":[139],"developed":[140],"system":[141],"was":[142,156],"tested":[143],"images":[145],"videos":[148],"different":[150],"kinds":[151],"forgeries,":[153],"observed":[157],"that":[158],"work":[161],"obtains":[162],"more":[163],"than":[164],"98%":[165],"accuracy":[166],"both":[168],"as":[170,172],"well":[171],"validation":[173],"sets.":[174]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}