{"id":"https://openalex.org/W4392449370","doi":"https://doi.org/10.1109/mmul.2024.3372372","title":"A Convolutional Neural Network Ensemble for Video Source Camera Forensics","display_name":"A Convolutional Neural Network Ensemble for Video Source Camera Forensics","publication_year":2024,"publication_date":"2024-03-05","ids":{"openalex":"https://openalex.org/W4392449370","doi":"https://doi.org/10.1109/mmul.2024.3372372"},"language":"en","primary_location":{"id":"doi:10.1109/mmul.2024.3372372","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/mmul.2024.3372372","pdf_url":null,"source":{"id":"https://openalex.org/S72873717","display_name":"IEEE Multimedia","issn_l":"1070-986X","issn":["1070-986X","1941-0166"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 MultiMedia","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/A5019349783","display_name":"Maryna Veksler","orcid":"https://orcid.org/0000-0002-9797-8667"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maryna Veksler","raw_affiliation_strings":["Florida International University, Miami, FL, USA","Advanced Wireless and Security Lab of Electrical and Computer Engineering, Florida International University, Miami, FL, USA"],"raw_orcid":"https://orcid.org/0000-0002-9797-8667","affiliations":[{"raw_affiliation_string":"Florida International University, Miami, FL, USA","institution_ids":["https://openalex.org/I19700959"]},{"raw_affiliation_string":"Advanced Wireless and Security Lab of Electrical and Computer Engineering, Florida International University, Miami, FL, USA","institution_ids":["https://openalex.org/I19700959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070184068","display_name":"Ramazan Ayg\u00fcn","orcid":"https://orcid.org/0000-0001-7244-7475"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ramazan S. Aygun","raw_affiliation_strings":["Kennesaw State University, Marietta, GA, USA","Department of Computer Science, Kennesaw State University, Marietta, GA, USA"],"raw_orcid":"https://orcid.org/0000-0001-7244-7475","affiliations":[{"raw_affiliation_string":"Kennesaw State University, Marietta, GA, USA","institution_ids":["https://openalex.org/I172980758"]},{"raw_affiliation_string":"Department of Computer Science, Kennesaw State University, Marietta, GA, USA","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078029373","display_name":"Kemal Akkaya","orcid":"https://orcid.org/0000-0002-7103-4545"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kemal Akkaya","raw_affiliation_strings":["Florida International University, Miami, FL, USA","Department of Electrical and Computer Engineering, Florida International University, Miami, FL, USA"],"raw_orcid":"https://orcid.org/0000-0002-7103-4545","affiliations":[{"raw_affiliation_string":"Florida International University, Miami, FL, USA","institution_ids":["https://openalex.org/I19700959"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Florida International University, Miami, FL, USA","institution_ids":["https://openalex.org/I19700959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102765260","display_name":"S. S. Iyengar","orcid":"https://orcid.org/0000-0003-3203-833X"},"institutions":[{"id":"https://openalex.org/I145608581","display_name":"University of Miami","ror":"https://ror.org/02dgjyy92","country_code":"US","type":"education","lineage":["https://openalex.org/I145608581"]},{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sitharama S. Iyengar","raw_affiliation_strings":["Florida International University, Miami, FL, USA","School of Computing and Information Sciences, Florida International University (FIU), Miami, FL, USA"],"raw_orcid":"https://orcid.org/0000-0003-3203-833X","affiliations":[{"raw_affiliation_string":"Florida International University, Miami, FL, USA","institution_ids":["https://openalex.org/I19700959"]},{"raw_affiliation_string":"School of Computing and Information Sciences, Florida International University (FIU), Miami, FL, USA","institution_ids":["https://openalex.org/I19700959","https://openalex.org/I145608581"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6562,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.66725129,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"31","issue":"2","first_page":"26","last_page":"35"},"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/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.9961000084877014,"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":0.9930999875068665,"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":0.8588932752609253},{"id":"https://openalex.org/keywords/computer-forensics","display_name":"Computer forensics","score":0.482145756483078},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4551602900028229},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.4313865005970001},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4204857349395752},{"id":"https://openalex.org/keywords/digital-forensics","display_name":"Digital forensics","score":0.39276209473609924},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.32049620151519775},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.16315439343452454}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8588932752609253},{"id":"https://openalex.org/C556601545","wikidata":"https://www.wikidata.org/wiki/Q878553","display_name":"Computer forensics","level":3,"score":0.482145756483078},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4551602900028229},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.4313865005970001},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4204857349395752},{"id":"https://openalex.org/C84418412","wikidata":"https://www.wikidata.org/wiki/Q3246940","display_name":"Digital forensics","level":2,"score":0.39276209473609924},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.32049620151519775},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.16315439343452454}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mmul.2024.3372372","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/mmul.2024.3372372","pdf_url":null,"source":{"id":"https://openalex.org/S72873717","display_name":"IEEE Multimedia","issn_l":"1070-986X","issn":["1070-986X","1941-0166"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 MultiMedia","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5199999809265137,"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality"}],"awards":[{"id":"https://openalex.org/G1954775937","display_name":null,"funder_award_id":"W911NF-21-1-0264","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"}],"funders":[{"id":"https://openalex.org/F4320338281","display_name":"Army Research Office","ror":"https://ror.org/05epdh915"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2762911267","https://openalex.org/W2798117183","https://openalex.org/W2888338418","https://openalex.org/W2913890393","https://openalex.org/W2921213695","https://openalex.org/W3005430906","https://openalex.org/W3093764491","https://openalex.org/W3185360453","https://openalex.org/W3190899394","https://openalex.org/W3200876225","https://openalex.org/W4213128121","https://openalex.org/W4282006692","https://openalex.org/W4294643307","https://openalex.org/W4294975670","https://openalex.org/W4312881256","https://openalex.org/W4386860443","https://openalex.org/W6637572315","https://openalex.org/W6798918578"],"related_works":["https://openalex.org/W2181728705","https://openalex.org/W4238452393","https://openalex.org/W2489557937","https://openalex.org/W4247205791","https://openalex.org/W2167366752","https://openalex.org/W3002268218","https://openalex.org/W2385667210","https://openalex.org/W3001565613","https://openalex.org/W1506329045","https://openalex.org/W72026768"],"abstract_inverted_index":{"The":[0],"advancement":[1],"of":[2,4,15,28,45,64,70],"Internet":[3],"Things":[5],"technologies":[6],"has":[7,37],"influenced":[8],"a":[9,25,39,79],"substantial":[10],"increase":[11],"in":[12],"the":[13,43,62,66,71,89,98,131],"use":[14],"multimedia":[16,46],"devices.":[17],"Consequently,":[18],"forensic":[19],"specialists":[20],"have":[21],"begun":[22],"to":[23,41,87,118],"experience":[24],"vast":[26],"load":[27],"video":[29,67,72,90,99],"and":[30,48,135],"image":[31],"data":[32,47,73,100],"during":[33],"investigative":[34],"procedures.":[35],"This":[36],"triggered":[38],"need":[40],"ensure":[42],"integrity":[44],"verify":[49],"its":[50],"source":[51,68,91],"origin":[52],"for":[53,115,130],"digital":[54],"forensics":[55],"processes.":[56],"In":[57,93],"this":[58],"article,":[59],"we":[60,96],"address":[61],"problem":[63],"identifying":[65],"camera":[69],"acquired":[74],"by":[75],"investigators.":[76],"We":[77],"develop":[78],"novel":[80],"convolutional":[81],"neural":[82],"network":[83],"(CNN)":[84],"ensemble":[85],"framework":[86,127],"identify":[88],"camera.":[92],"our":[94,126],"method,":[95],"analyze":[97],"using":[101,112],"patches":[102],"extracted":[103],"from":[104],"intracoded":[105],"frame":[106],"(I-frame)":[107],"quadrants":[108],"(i.e.,":[109],"nonoverlapping":[110],"squares)":[111],"independent":[113],"CNNs":[114],"each":[116],"quadrant":[117],"achieve":[119],"location":[120],"awareness.":[121],"Experimental":[122],"results":[123],"demonstrate":[124],"that":[125],"is":[128],"robust":[129],"same":[132],"device-type":[133],"classification":[134],"outperforms":[136],"existing":[137],"deep":[138],"learning-based":[139],"techniques.":[140]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2024-03-06T00:00:00"}
