{"id":"https://openalex.org/W2803284945","doi":"https://doi.org/10.1109/atsip.2018.8364450","title":"State-of-the-art face recognition performance using publicly available software and datasets","display_name":"State-of-the-art face recognition performance using publicly available software and datasets","publication_year":2018,"publication_date":"2018-03-01","ids":{"openalex":"https://openalex.org/W2803284945","doi":"https://doi.org/10.1109/atsip.2018.8364450","mag":"2803284945"},"language":"en","primary_location":{"id":"doi:10.1109/atsip.2018.8364450","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atsip.2018.8364450","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 4th International Conference on Advanced Technologies for Signal and Image Processing (ATSIP)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zenodo.org/record/1323670","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027559446","display_name":"Mohamed Amine Hmani","orcid":"https://orcid.org/0000-0002-2403-2643"},"institutions":[{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Mohamed Amine Hmani","raw_affiliation_strings":["Samovar CNRS UMR 5157, T\u00e9l\u00e9com SudParis, Universit\u00e9 Paris-Saclay, Evry, France","D\u00e9partement Electronique et Physique","Centre National de la Recherche Scientifique","Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samovar CNRS UMR 5157, T\u00e9l\u00e9com SudParis, Universit\u00e9 Paris-Saclay, Evry, France","institution_ids":["https://openalex.org/I277688954","https://openalex.org/I1294671590","https://openalex.org/I4210145102"]},{"raw_affiliation_string":"D\u00e9partement Electronique et Physique","institution_ids":[]},{"raw_affiliation_string":"Centre National de la Recherche Scientifique","institution_ids":["https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025002731","display_name":"Dijana Petrovska\u2010Delacr\u00e9taz","orcid":"https://orcid.org/0000-0001-6485-2972"},"institutions":[{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Dijana Petrovska-Delacretaz","raw_affiliation_strings":["Samovar CNRS UMR 5157, T\u00e9l\u00e9com SudParis Universit\u00e9 Paris-Saclay, Evry, France","ARMEDIA","Centre National de la Recherche Scientifique","D\u00e9partement Electronique et Physique","Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samovar CNRS UMR 5157, T\u00e9l\u00e9com SudParis Universit\u00e9 Paris-Saclay, Evry, France","institution_ids":["https://openalex.org/I277688954","https://openalex.org/I1294671590","https://openalex.org/I4210145102"]},{"raw_affiliation_string":"ARMEDIA","institution_ids":[]},{"raw_affiliation_string":"Centre National de la Recherche Scientifique","institution_ids":["https://openalex.org/I1294671590"]},{"raw_affiliation_string":"D\u00e9partement Electronique et Physique","institution_ids":[]},{"raw_affiliation_string":"Services r\u00e9partis, Architectures, MOd\u00e9lisation, Validation, Administration des R\u00e9seaux","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5027559446"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I277688954","https://openalex.org/I4210145102"],"apc_list":null,"apc_paid":null,"fwci":0.6362,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.73972701,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","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/T11448","display_name":"Face recognition and analysis","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/T10057","display_name":"Face and Expression Recognition","score":0.9987999796867371,"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":0.9980000257492065,"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":0.7350690960884094},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.6995295286178589},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.6861357688903809},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5788039565086365},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.5272050499916077},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3670777380466461},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3412535786628723},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11520683765411377},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.09134256839752197}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7350690960884094},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.6995295286178589},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.6861357688903809},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5788039565086365},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.5272050499916077},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3670777380466461},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3412535786628723},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11520683765411377},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.09134256839752197},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/atsip.2018.8364450","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atsip.2018.8364450","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 4th International Conference on Advanced Technologies for Signal and Image Processing (ATSIP)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-01915929v1","is_oa":false,"landing_page_url":"https://hal.science/hal-01915929","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ATSIP 2018 : 4th international conference on Advanced Technologies for Signal and Image Processing, Mar 2018, Sousse, Tunisia. pp.1 - 6, &#x27E8;10.1109/ATSIP.2018.8364450&#x27E9;","raw_type":"Conference papers"},{"id":"pmh:oai:zenodo.org:1323670","is_oa":true,"landing_page_url":"https://zenodo.org/record/1323670","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:1323670","is_oa":true,"landing_page_url":"https://zenodo.org/record/1323670","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.4399999976158142,"id":"https://metadata.un.org/sdg/17"},{"display_name":"Industry, innovation and infrastructure","score":0.4000000059604645,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G8100142415","display_name":null,"funder_award_id":"653586","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1509966554","https://openalex.org/W1686810756","https://openalex.org/W1782590233","https://openalex.org/W1985809919","https://openalex.org/W2096733369","https://openalex.org/W2097117768","https://openalex.org/W2112796928","https://openalex.org/W2115252128","https://openalex.org/W2122702209","https://openalex.org/W2137659841","https://openalex.org/W2144172034","https://openalex.org/W2145287260","https://openalex.org/W2163605009","https://openalex.org/W2164598857","https://openalex.org/W2183341477","https://openalex.org/W2325939864","https://openalex.org/W2421210708","https://openalex.org/W2513140567","https://openalex.org/W2515770085","https://openalex.org/W3099206234","https://openalex.org/W3210232381","https://openalex.org/W6630649318","https://openalex.org/W6637373629","https://openalex.org/W6677618333","https://openalex.org/W6681239517","https://openalex.org/W6681342084","https://openalex.org/W6684191040","https://openalex.org/W6725923168","https://openalex.org/W6803376173"],"related_works":["https://openalex.org/W1926563137","https://openalex.org/W380379685","https://openalex.org/W1979545240","https://openalex.org/W1536049545","https://openalex.org/W2955727168","https://openalex.org/W4387163326","https://openalex.org/W2347824352","https://openalex.org/W2098693229","https://openalex.org/W2112875849","https://openalex.org/W2384651879"],"abstract_inverted_index":{"We":[0,113,151,245],"are":[1,19,77,81,114],"interested":[2,116],"in":[3,52,117,204,220],"the":[4,15,20,28,49,61,75,83,119,135,153,156,159,165,218,221,252,262],"reproducibility":[5,11,62,84],"of":[6,26,58,63,74,85,103,155,158,234,243],"face":[7,104,170,208],"recognition":[8,105,171],"systems.":[9],"By":[10],"we":[12,97,185],"mean:":[13],"is":[14,175,227],"scientific":[16],"community,":[17],"and":[18,44,56,79,101,111,163,257],"researchers":[21],"from":[22],"different":[23],"sides,":[24],"capable":[25],"reproducing":[27],"last":[29],"published":[30,64,86],"results":[31,65,87,126,233,260,265],"by":[32],"a":[33,69,128,141,168,178],"big":[34],"company,":[35],"that":[36],"has":[37],"at":[38],"its":[39],"disposal":[40],"huge":[41,45],"computational":[42],"power":[43,55],"proprietary":[46],"databases?":[47],"With":[48],"constant":[50],"advancements":[51],"GPU":[53],"computation":[54],"availability":[57],"open-source":[59,137],"software,":[60],"should":[66],"not":[67,89],"be":[68,90],"problem.":[70],"But,":[71],"if":[72],"architectures":[73],"systems":[76,106],"private":[78],"databases":[80],"proprietary,":[82],"can":[88],"easily":[91],"attained.":[92],"To":[93,182],"tackle":[94],"this":[95,183,267],"problem,":[96],"focus":[98,174],"on":[99,107,217,251,266],"training":[100],"evaluation":[102],"publicly":[108,148,187,196],"available":[109,149,188,197],"data":[110],"software.":[112],"also":[115,246],"comparing":[118],"best":[120,211,231,249,263],"Deep":[121],"Neural":[122],"Net":[123],"(DNN)":[124],"based":[125],"with":[127,261],"baseline":[129],"\u201cclassical\u201d":[130],"system.":[131],"This":[132],"paper":[133],"exploits":[134],"OpenFace":[136],"system":[138],"to":[139,167,176,200,206],"generate":[140],"deep":[142],"convolutional":[143],"neural":[144],"network":[145],"model":[146,203,213,250],"using":[147],"datasets.":[150],"study":[152],"impact":[154],"size":[157],"datasets,":[160],"their":[161],"quality":[162],"compare":[164],"performance":[166],"classical":[169],"approach.":[172],"Our":[173,210],"have":[177],"fully":[179],"reproducible":[180],"model.":[181],"end,":[184],"used":[186],"datasets":[189],"(FRGC,":[190],"MS-celeb-lM,":[191],"MOBIO,":[192],"LFW),":[193],"as":[194],"well":[195],"software":[198],"(OpenFace)":[199],"train":[201],"our":[202,248],"order":[205],"do":[207],"recognition.":[209],"trained":[212],"achieves":[214],"97.52%":[215],"accuracy":[216],"Labelled":[219],"Wild":[222],"dataset":[223,225,255],"(LFW)":[224],"which":[226],"lower":[228],"than":[229,239],"Google's":[230],"reported":[232,241,264],"99.96%":[235],"but":[236],"slightly":[237],"better":[238],"FaceBook's":[240],"result":[242],"97.35%.":[244],"evaluated":[247],"challenging":[253],"video":[254],"MOBIO":[256],"report":[258],"competitive":[259],"database.":[268]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2}],"updated_date":"2026-05-23T08:51:43.019350","created_date":"2018-06-01T00:00:00"}
