{"id":"https://openalex.org/W4403535153","doi":"https://doi.org/10.1109/codit62066.2024.10708195","title":"The Good and Bad Seeds of CNN Parallelization in Forensic Facial Recognition","display_name":"The Good and Bad Seeds of CNN Parallelization in Forensic Facial Recognition","publication_year":2024,"publication_date":"2024-07-01","ids":{"openalex":"https://openalex.org/W4403535153","doi":"https://doi.org/10.1109/codit62066.2024.10708195"},"language":"en","primary_location":{"id":"doi:10.1109/codit62066.2024.10708195","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit62066.2024.10708195","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 10th International Conference on Control, Decision and Information Technologies (CoDIT)","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/A5037252341","display_name":"Jaouhar Fattahi","orcid":"https://orcid.org/0000-0002-3905-9099"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jaouhar Fattahi","raw_affiliation_strings":["Laval University,Department of Computer Science and Software Engineering,Quebec,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laval University,Department of Computer Science and Software Engineering,Quebec,Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114319799","display_name":"Baha Eddine Lakdher","orcid":null},"institutions":[{"id":"https://openalex.org/I166928557","display_name":"University of Monastir","ror":"https://ror.org/00nhtcg76","country_code":"TN","type":"education","lineage":["https://openalex.org/I166928557"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Baha Eddine Lakdher","raw_affiliation_strings":["University of Monastir,Faculty of Science,Monastir,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Monastir,Faculty of Science,Monastir,Tunisia","institution_ids":["https://openalex.org/I166928557"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089512218","display_name":"Mohamed Mejri","orcid":"https://orcid.org/0000-0003-4820-3176"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohamed Mejri","raw_affiliation_strings":["Laval University,Department of Computer Science and Software Engineering,Quebec,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laval University,Department of Computer Science and Software Engineering,Quebec,Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068087634","display_name":"Ridha Ghayoula","orcid":"https://orcid.org/0000-0002-3893-6977"},"institutions":[{"id":"https://openalex.org/I154799132","display_name":"Universit\u00e9 de Moncton","ror":"https://ror.org/029tnqt29","country_code":"CA","type":"education","lineage":["https://openalex.org/I154799132"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ridha Ghayoula","raw_affiliation_strings":["University of Moncton,Faculty of Engineering,New Brunswick,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Moncton,Faculty of Engineering,New Brunswick,Canada","institution_ids":["https://openalex.org/I154799132"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107453660","display_name":"Feriel Sghaier","orcid":null},"institutions":[{"id":"https://openalex.org/I179097149","display_name":"University of Carthage","ror":"https://ror.org/057x6za15","country_code":"TN","type":"education","lineage":["https://openalex.org/I179097149"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Feriel Sghaier","raw_affiliation_strings":["Carthage University,Carthage National Engineering School,Tunis,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carthage University,Carthage National Engineering School,Tunis,Tunisia","institution_ids":["https://openalex.org/I179097149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054514051","display_name":"Laila Boumlik","orcid":null},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Laila Boumlik","raw_affiliation_strings":["Laval University,Department of Computer Science and Software Engineering,Quebec,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laval University,Department of Computer Science and Software Engineering,Quebec,Canada","institution_ids":["https://openalex.org/I43406934"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"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":0.70431404,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1719","last_page":"1724"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9819999933242798,"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":0.9819999933242798,"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/T11448","display_name":"Face recognition and analysis","score":0.9689000248908997,"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/T10828","display_name":"Biometric Identification and Security","score":0.9297000169754028,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.7135511040687561},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.5259847044944763},{"id":"https://openalex.org/keywords/forensic-science","display_name":"Forensic science","score":0.49381741881370544},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4049653708934784},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.39482492208480835},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.38847142457962036},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3416138291358948},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.10356727242469788},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.08182507753372192}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7135511040687561},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.5259847044944763},{"id":"https://openalex.org/C140505726","wikidata":"https://www.wikidata.org/wiki/Q495304","display_name":"Forensic science","level":2,"score":0.49381741881370544},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4049653708934784},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.39482492208480835},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.38847142457962036},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3416138291358948},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.10356727242469788},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.08182507753372192}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/codit62066.2024.10708195","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit62066.2024.10708195","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 10th International Conference on Control, Decision and Information Technologies (CoDIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Gender equality","score":0.6200000047683716,"id":"https://metadata.un.org/sdg/5"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2620294022","https://openalex.org/W2969866343","https://openalex.org/W3028130632","https://openalex.org/W3082695285","https://openalex.org/W4213349859","https://openalex.org/W4312416562","https://openalex.org/W4364323147","https://openalex.org/W4385213984","https://openalex.org/W4388240180","https://openalex.org/W4390064554","https://openalex.org/W4391488564","https://openalex.org/W4392562687","https://openalex.org/W6766731238","https://openalex.org/W7066646962"],"related_works":["https://openalex.org/W2115574256","https://openalex.org/W4221025859","https://openalex.org/W4230294240","https://openalex.org/W2377583391","https://openalex.org/W2269558259","https://openalex.org/W2470741444","https://openalex.org/W4283012902","https://openalex.org/W2116423617","https://openalex.org/W2347824352","https://openalex.org/W2112875849"],"abstract_inverted_index":{"In":[0,15],"forensic":[1,36],"investigations,":[2],"facial":[3,32],"recognition":[4,33,79],"techniques":[5,60],"serve":[6],"as":[7],"critical":[8],"tools":[9],"for":[10],"identifying":[11],"and":[12,51],"apprehending":[13],"suspects.":[14],"this":[16],"study,":[17],"we":[18,40,57,82],"investigate":[19],"the":[20,29,42,63,71],"impact":[21],"of":[22,31,45,65,73],"Convolutional":[23],"Neural":[24],"Networks":[25],"(CNNs)":[26],"parallelization":[27,46,75],"on":[28],"performance":[30],"models":[34],"within":[35],"contexts.":[37],"Through":[38],"experiments,":[39],"demonstrate":[41],"potential":[43],"benefits":[44],"in":[47,76],"enhancing":[48],"model":[49,92],"accuracy":[50],"robustness.":[52],"Leveraging":[53],"a":[54],"reduced":[55],"dataset,":[56],"employ":[58],"augmentation":[59],"to":[61,86],"expand":[62],"diversity":[64],"training":[66],"samples.":[67],"Our":[68],"findings":[69],"highlight":[70],"advantages":[72],"CNN":[74],"achieving":[77],"superior":[78],"outcomes.":[80],"Nevertheless,":[81],"identify":[83],"constraints":[84],"linked":[85],"excessive":[87],"parallelization,":[88],"which":[89],"may":[90],"induce":[91],"overfitting.":[93]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
