{"id":"https://openalex.org/W4225995446","doi":"https://doi.org/10.1109/access.2022.3157617","title":"Recent Generative Adversarial Approach in Face Aging and Dataset Review","display_name":"Recent Generative Adversarial Approach in Face Aging and Dataset Review","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4225995446","doi":"https://doi.org/10.1109/access.2022.3157617"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3157617","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3157617","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09729822.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09729822.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089896404","display_name":"Hady Pranoto","orcid":"https://orcid.org/0000-0002-3685-0934"},"institutions":[{"id":"https://openalex.org/I166073570","display_name":"Binus University","ror":"https://ror.org/03zmf4s77","country_code":"ID","type":"education","lineage":["https://openalex.org/I166073570"]}],"countries":["ID"],"is_corresponding":true,"raw_author_name":"Hady Pranoto","raw_affiliation_strings":["Computer Science Department, BINUS Graduate Program-Doctor of Computer Science, Bina Nusantara University, Jakarta, Indonesia","Computer Science Department, School of Computer Science, Bina Nusantara University, Jakarta, Indonesia"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, BINUS Graduate Program-Doctor of Computer Science, Bina Nusantara University, Jakarta, Indonesia","institution_ids":["https://openalex.org/I166073570"]},{"raw_affiliation_string":"Computer Science Department, School of Computer Science, Bina Nusantara University, Jakarta, Indonesia","institution_ids":["https://openalex.org/I166073570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014207051","display_name":"Yaya Heryadi","orcid":"https://orcid.org/0000-0001-7966-2573"},"institutions":[{"id":"https://openalex.org/I166073570","display_name":"Binus University","ror":"https://ror.org/03zmf4s77","country_code":"ID","type":"education","lineage":["https://openalex.org/I166073570"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Yaya Heryadi","raw_affiliation_strings":["Computer Science Department, BINUS Graduate Program-Doctor of Computer Science, Bina Nusantara University, Jakarta, Indonesia"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, BINUS Graduate Program-Doctor of Computer Science, Bina Nusantara University, Jakarta, Indonesia","institution_ids":["https://openalex.org/I166073570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036949688","display_name":"Harco Leslie Hendric Spits Warnars","orcid":"https://orcid.org/0000-0002-5942-417X"},"institutions":[{"id":"https://openalex.org/I166073570","display_name":"Binus University","ror":"https://ror.org/03zmf4s77","country_code":"ID","type":"education","lineage":["https://openalex.org/I166073570"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Harco Leslie Hendric Spits Warnars","raw_affiliation_strings":["Computer Science Department, BINUS Graduate Program-Doctor of Computer Science, Bina Nusantara University, Jakarta, Indonesia"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, BINUS Graduate Program-Doctor of Computer Science, Bina Nusantara University, Jakarta, Indonesia","institution_ids":["https://openalex.org/I166073570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000614683","display_name":"Widodo Budiharto","orcid":"https://orcid.org/0000-0003-2681-0901"},"institutions":[{"id":"https://openalex.org/I166073570","display_name":"Binus University","ror":"https://ror.org/03zmf4s77","country_code":"ID","type":"education","lineage":["https://openalex.org/I166073570"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Widodo Budiharto","raw_affiliation_strings":["Computer Science Department, School of Computer Science, Bina Nusantara University, Jakarta, Indonesia"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, School of Computer Science, Bina Nusantara University, Jakarta, Indonesia","institution_ids":["https://openalex.org/I166073570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5089896404"],"corresponding_institution_ids":["https://openalex.org/I166073570"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.0188,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.76582951,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"10","issue":null,"first_page":"28693","last_page":"28716"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9975000023841858,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9940000176429749,"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/generative-grammar","display_name":"Generative grammar","score":0.8017160892486572},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.7631746530532837},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.7594214677810669},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7470628023147583},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6202737092971802},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.587856650352478},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5857094526290894},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4748057425022125},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.46619313955307007},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.436577707529068},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.43625518679618835},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4268394708633423},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.36790478229522705},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.2805338203907013},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15171420574188232},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.05460253357887268}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.8017160892486572},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.7631746530532837},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7594214677810669},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7470628023147583},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6202737092971802},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.587856650352478},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5857094526290894},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4748057425022125},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.46619313955307007},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.436577707529068},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.43625518679618835},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4268394708633423},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.36790478229522705},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2805338203907013},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15171420574188232},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.05460253357887268},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","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},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3157617","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3157617","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09729822.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e18d4696f5174b40b89e8754c3a424be","is_oa":true,"landing_page_url":"https://doaj.org/article/e18d4696f5174b40b89e8754c3a424be","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 28693-28716 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3157617","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3157617","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09729822.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G2186355850","display_name":null,"funder_award_id":"BS123456","funder_id":"https://openalex.org/F4320306111","funder_display_name":"U.S. Department of Commerce"},{"id":"https://openalex.org/G7762174793","display_name":null,"funder_award_id":"123456","funder_id":"https://openalex.org/F4320306111","funder_display_name":"U.S. Department of Commerce"}],"funders":[{"id":"https://openalex.org/F4320306111","display_name":"U.S. Department of Commerce","ror":"https://ror.org/04chq2495"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4225995446.pdf","grobid_xml":"https://content.openalex.org/works/W4225995446.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1230023165","https://openalex.org/W1772300941","https://openalex.org/W1905153633","https://openalex.org/W1965804146","https://openalex.org/W1978370894","https://openalex.org/W2039140324","https://openalex.org/W2115651492","https://openalex.org/W2123497994","https://openalex.org/W2134113392","https://openalex.org/W2136074653","https://openalex.org/W2413901322","https://openalex.org/W2473439532","https://openalex.org/W2510725918","https://openalex.org/W2571460869","https://openalex.org/W2587706859","https://openalex.org/W2592232824","https://openalex.org/W2593414223","https://openalex.org/W2604117447","https://openalex.org/W2614580201","https://openalex.org/W2663800299","https://openalex.org/W2790654677","https://openalex.org/W2798706078","https://openalex.org/W2808062989","https://openalex.org/W2886743651","https://openalex.org/W2954609848","https://openalex.org/W2962757337","https://openalex.org/W2962793481","https://openalex.org/W2963073614","https://openalex.org/W2963391470","https://openalex.org/W2964261768","https://openalex.org/W2964295764","https://openalex.org/W2991591391","https://openalex.org/W2996870993","https://openalex.org/W3015407052","https://openalex.org/W3034241802","https://openalex.org/W3081414579","https://openalex.org/W3082772348","https://openalex.org/W3108243502","https://openalex.org/W3108663077","https://openalex.org/W3112848342","https://openalex.org/W3116818516","https://openalex.org/W3175713115","https://openalex.org/W3190205166","https://openalex.org/W4214545547","https://openalex.org/W6640963894","https://openalex.org/W6678815747","https://openalex.org/W6747013663","https://openalex.org/W6753113894","https://openalex.org/W6756541431","https://openalex.org/W6774526695","https://openalex.org/W6776729744"],"related_works":["https://openalex.org/W2888032422","https://openalex.org/W4210468674","https://openalex.org/W2996316059","https://openalex.org/W2098693229","https://openalex.org/W3178813832","https://openalex.org/W4385421777","https://openalex.org/W2384651879","https://openalex.org/W4377980832","https://openalex.org/W2897769091","https://openalex.org/W2971552217"],"abstract_inverted_index":{"Many":[0],"studies":[1],"have":[2,123,140],"been":[3],"conducted":[4],"in":[5,52,72,117,133],"the":[6,49,67,70,73,87,104,118,124,134],"field":[7,74],"of":[8,48,69,75,148,157],"face":[9,76,88,119,158],"aging,":[10,109],"from":[11],"approaches":[12],"that":[13,20,33,65],"use":[14,21],"pure":[15],"image-processing":[16],"algorithms,":[17],"to":[18,86,95],"those":[19],"generative":[22,36],"adversarial":[23,37],"networks.":[24],"In":[25,98],"this":[26,99],"study,":[27],"we":[28,101],"review":[29],"a":[30,35,128,141,145],"classic":[31],"approach":[32,64],"uses":[34],"network.":[38],"The":[39,114],"structure,":[40],"formulation,":[41],"learning":[42],"algorithm,":[43],"challenges,":[44],"advantages,":[45],"and":[46,90,152],"disadvantages":[47],"algorithms":[50],"contained":[51],"each":[53,136,149],"proposed":[54],"algorithm":[55],"are":[56,62],"discussed":[57],"systematically.":[58],"Generative":[59],"Adversarial":[60],"Networks":[61],"an":[63,80,92],"obtains":[66],"status":[68],"art":[71],"aging":[77,81,120],"by":[78],"adding":[79],"module,":[82],"paying":[83],"special":[84],"attention":[85],"part,":[89],"using":[91],"identity-preserving":[93],"module":[94],"preserve":[96],"identity.":[97],"paper,":[100],"also":[102],"discuss":[103],"database":[105],"used":[106,116],"for":[107],"facial":[108],"along":[110],"with":[111],"its":[112],"characteristics.":[113],"dataset":[115],"process":[121],"must":[122,139],"following":[125],"criteria:":[126],"(1)":[127],"sufficiently":[129],"large":[130],"age":[131,137,150],"group":[132,138],"dataset,":[135],"small":[142],"range,":[143],"(2)":[144],"balanced":[146],"distribution":[147],"group,":[151],"(3)":[153],"has":[154],"enough":[155],"number":[156],"images.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
