{"id":"https://openalex.org/W4405845639","doi":"https://doi.org/10.1109/wifs61860.2024.10810700","title":"SynChildFace: Fine-tuning Face Recognition for Children with Synthetic Data","display_name":"SynChildFace: Fine-tuning Face Recognition for Children with Synthetic Data","publication_year":2024,"publication_date":"2024-12-02","ids":{"openalex":"https://openalex.org/W4405845639","doi":"https://doi.org/10.1109/wifs61860.2024.10810700"},"language":"en","primary_location":{"id":"doi:10.1109/wifs61860.2024.10810700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wifs61860.2024.10810700","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Workshop on Information Forensics and Security (WIFS)","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/A5115680423","display_name":"Franck V. Souop Kouam","orcid":null},"institutions":[{"id":"https://openalex.org/I107257983","display_name":"Darmstadt University of Applied Sciences","ror":"https://ror.org/047wbd030","country_code":"DE","type":"education","lineage":["https://openalex.org/I107257983"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Franck V. Souop Kouam","raw_affiliation_strings":["Hochschule Darmstadt,da/sec-Biometrics and Security Research Group,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hochschule Darmstadt,da/sec-Biometrics and Security Research Group,Germany","institution_ids":["https://openalex.org/I107257983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087866084","display_name":"Christian Rathgeb","orcid":"https://orcid.org/0000-0003-1901-9468"},"institutions":[{"id":"https://openalex.org/I107257983","display_name":"Darmstadt University of Applied Sciences","ror":"https://ror.org/047wbd030","country_code":"DE","type":"education","lineage":["https://openalex.org/I107257983"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Rathgeb","raw_affiliation_strings":["Hochschule Darmstadt,da/sec-Biometrics and Security Research Group,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hochschule Darmstadt,da/sec-Biometrics and Security Research Group,Germany","institution_ids":["https://openalex.org/I107257983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078717363","display_name":"Mathias Ibsen","orcid":"https://orcid.org/0000-0002-7531-806X"},"institutions":[{"id":"https://openalex.org/I107257983","display_name":"Darmstadt University of Applied Sciences","ror":"https://ror.org/047wbd030","country_code":"DE","type":"education","lineage":["https://openalex.org/I107257983"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mathias Ibsen","raw_affiliation_strings":["Hochschule Darmstadt,da/sec-Biometrics and Security Research Group,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hochschule Darmstadt,da/sec-Biometrics and Security Research Group,Germany","institution_ids":["https://openalex.org/I107257983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017716310","display_name":"Christoph Busch","orcid":"https://orcid.org/0000-0002-9159-2923"},"institutions":[{"id":"https://openalex.org/I107257983","display_name":"Darmstadt University of Applied Sciences","ror":"https://ror.org/047wbd030","country_code":"DE","type":"education","lineage":["https://openalex.org/I107257983"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Busch","raw_affiliation_strings":["Hochschule Darmstadt,da/sec-Biometrics and Security Research Group,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hochschule Darmstadt,da/sec-Biometrics and Security Research Group,Germany","institution_ids":["https://openalex.org/I107257983"]}]}],"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":0.71659115,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9731000065803528,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9731000065803528,"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/T13382","display_name":"Robotics and Automated Systems","score":0.9555000066757202,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.9513000249862671,"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":0.6686964631080627},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.6324462294578552},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.6160551309585571},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5538604259490967},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.42491739988327026},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41468286514282227},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3706602156162262}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6686964631080627},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.6324462294578552},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.6160551309585571},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5538604259490967},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.42491739988327026},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41468286514282227},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3706602156162262},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wifs61860.2024.10810700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wifs61860.2024.10810700","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Workshop on Information Forensics and Security (WIFS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311687","display_name":"Ministry of Education","ror":"https://ror.org/03m01yf64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2341528187","https://openalex.org/W2549698946","https://openalex.org/W2583471849","https://openalex.org/W2785328730","https://openalex.org/W2896154921","https://openalex.org/W2964150091","https://openalex.org/W2972163947","https://openalex.org/W3009247505","https://openalex.org/W3034552680","https://openalex.org/W3043978417","https://openalex.org/W3169129566","https://openalex.org/W4282840900","https://openalex.org/W4312402191","https://openalex.org/W4323022411","https://openalex.org/W4376127652","https://openalex.org/W4387248931","https://openalex.org/W4390190198","https://openalex.org/W4391582461","https://openalex.org/W4392411901","https://openalex.org/W4392454913","https://openalex.org/W4398137577","https://openalex.org/W4400527557","https://openalex.org/W4400527968","https://openalex.org/W6712593874","https://openalex.org/W6869276342"],"related_works":["https://openalex.org/W2755342338","https://openalex.org/W2779427294","https://openalex.org/W2775347418","https://openalex.org/W2625805835","https://openalex.org/W2079911747","https://openalex.org/W3116076068","https://openalex.org/W2116423617","https://openalex.org/W2347824352","https://openalex.org/W2112875849","https://openalex.org/W2384651879"],"abstract_inverted_index":{"Many":[0],"forensic":[1],"investigations":[2],"(e.g.,":[3],"the":[4,45,61,71,80,90,98,110,116,130,133],"search":[5],"for":[6,28,60,67,79,96],"missing":[7],"children":[8,84],"or":[9],"analysis":[10],"of":[11,19,48,63,73,82,123,132],"child":[12],"pornographic":[13],"data)":[14],"require":[15],"robust":[16],"face":[17,22,65,76,87,103],"recognition":[18,23,66,77,104],"children.":[20,43],"However,":[21],"systems":[24],"are":[25,126],"primarily":[26],"designed":[27],"recognizing":[29,83],"adults,":[30],"and":[31,51,100],"previous":[32],"studies":[33],"have":[34],"already":[35],"shown":[36],"that":[37],"they":[38],"do":[39],"not":[40],"reliably":[41],"recognize":[42],"Moreover,":[44],"limited":[46],"availability":[47],"public":[49,91],"datasets":[50],"ethical":[52],"as":[53,55],"well":[54],"privacy":[56],"concerns":[57],"pose":[58],"challenges":[59],"development":[62],"specialized":[64],"children.This":[68],"work":[69],"investigates":[70],"feasibility":[72],"fine-tuning":[74,97],"state-of-the-art":[75],"models":[78],"task":[81],"using":[85],"synthetic":[86],"images.":[88],"Specifically,":[89],"HDA-SynChildFaces":[92],"database":[93],"is":[94],"employed":[95],"MagFace":[99],"AdaFace":[101],"open-source":[102],"models.":[105],"In":[106],"comprehensive":[107],"evaluations":[108],"on":[109],"real":[111],"Young":[112],"Labelled":[113],"Faces":[114],"in":[115,121],"Wild":[117],"database,":[118],"significant":[119],"reductions":[120],"terms":[122],"error":[124],"rates":[125],"obtained,":[127],"which":[128],"confirms":[129],"soundness":[131],"proposed":[134],"approach.":[135]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}