{"id":"https://openalex.org/W2737721253","doi":"https://doi.org/10.1109/iwobi.2017.7985521","title":"\u03ba-Same-Net: Neural-Network-Based Face Deidentification","display_name":"\u03ba-Same-Net: Neural-Network-Based Face Deidentification","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2737721253","doi":"https://doi.org/10.1109/iwobi.2017.7985521","mag":"2737721253"},"language":"en","primary_location":{"id":"doi:10.1109/iwobi.2017.7985521","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwobi.2017.7985521","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference and Workshop on Bioinspired Intelligence (IWOBI)","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/A5005642535","display_name":"Bla\u017e Meden","orcid":"https://orcid.org/0000-0002-1690-4798"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Blaz Meden","raw_affiliation_strings":["Faculty of Computer and Information Science, University of Ljubljana Vecna pot 113, SI-1000 Ljubljana, Slovenia","Faculty of Computer and Information Science, University of Ljubljana Ve\u010dna pot 113, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana Vecna pot 113, SI-1000 Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]},{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana Ve\u010dna pot 113, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008809776","display_name":"\u017diga Emer\u0161i\u010d","orcid":"https://orcid.org/0000-0002-3726-9404"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Ziga Emersic","raw_affiliation_strings":["Faculty of Computer and Information Science, University of Ljubljana Vecna pot 113, SI-1000 Ljubljana, Slovenia","Faculty of Computer and Information Science, University of Ljubljana Ve\u010dna pot 113, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana Vecna pot 113, SI-1000 Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]},{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana Ve\u010dna pot 113, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038322250","display_name":"Vitomir \u0160truc","orcid":"https://orcid.org/0000-0002-3385-5780"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Vitomir Struc","raw_affiliation_strings":["Faculty of Electrical Engineering, University of Ljubljana Trzaska cesta 25, SI-1000 Ljubljana, Slovenia","Faculty of Electrical Engineering, University of Ljubljana, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, University of Ljubljana Trzaska cesta 25, SI-1000 Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]},{"raw_affiliation_string":"Faculty of Electrical Engineering, University of Ljubljana, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027730478","display_name":"Peter Peer","orcid":"https://orcid.org/0000-0001-9744-4035"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Peter Peer","raw_affiliation_strings":["Faculty of Computer and Information Science, University of Ljubljana Vecna pot 113, SI-1000 Ljubljana, Slovenia","Faculty of Computer and Information Science, University of Ljubljana Ve\u010dna pot 113, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana Vecna pot 113, SI-1000 Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]},{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana Ve\u010dna pot 113, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5005642535"],"corresponding_institution_ids":["https://openalex.org/I153976015"],"apc_list":null,"apc_paid":null,"fwci":0.5461,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.75666157,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9987999796867371,"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":0.9939000010490417,"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":0.8509708642959595},{"id":"https://openalex.org/keywords/anonymity","display_name":"Anonymity","score":0.6286349296569824},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5652556419372559},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5442474484443665},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.5383850336074829},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.5350587964057922},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5226514339447021},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48899710178375244},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4477975070476532},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4253697991371155},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.42519378662109375},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.42155346274375916},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4197540879249573},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41051554679870605},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3638119697570801},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.3136168122291565},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.18084704875946045}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8509708642959595},{"id":"https://openalex.org/C178005623","wikidata":"https://www.wikidata.org/wiki/Q308859","display_name":"Anonymity","level":2,"score":0.6286349296569824},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5652556419372559},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5442474484443665},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.5383850336074829},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.5350587964057922},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5226514339447021},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48899710178375244},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4477975070476532},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4253697991371155},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.42519378662109375},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.42155346274375916},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4197540879249573},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41051554679870605},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3638119697570801},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.3136168122291565},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.18084704875946045},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iwobi.2017.7985521","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwobi.2017.7985521","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference and Workshop on Bioinspired Intelligence (IWOBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","score":0.5799999833106995,"display_name":"Gender equality"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W57312547","https://openalex.org/W1578378315","https://openalex.org/W1630882384","https://openalex.org/W1893585201","https://openalex.org/W1896424170","https://openalex.org/W1905153633","https://openalex.org/W1959608418","https://openalex.org/W1998294030","https://openalex.org/W2023161323","https://openalex.org/W2087681821","https://openalex.org/W2103958416","https://openalex.org/W2112941959","https://openalex.org/W2116907524","https://openalex.org/W2136114025","https://openalex.org/W2150283722","https://openalex.org/W2156131479","https://openalex.org/W2159024459","https://openalex.org/W2185531897","https://openalex.org/W2197748410","https://openalex.org/W2203580091","https://openalex.org/W2217426128","https://openalex.org/W2249451056","https://openalex.org/W2249960609","https://openalex.org/W2391561377","https://openalex.org/W2416918403","https://openalex.org/W2440214111","https://openalex.org/W2465108587","https://openalex.org/W2488236012","https://openalex.org/W2494003266","https://openalex.org/W2499140264","https://openalex.org/W2551082533","https://openalex.org/W2610200611","https://openalex.org/W2963226019","https://openalex.org/W2963377935","https://openalex.org/W2963684088","https://openalex.org/W2964014798","https://openalex.org/W3103008424","https://openalex.org/W4298289240","https://openalex.org/W6640963894","https://openalex.org/W6685352114","https://openalex.org/W6696405545","https://openalex.org/W6718140377","https://openalex.org/W6729520762"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W2280377497","https://openalex.org/W4387506531","https://openalex.org/W4238433571","https://openalex.org/W3174044702","https://openalex.org/W2967848559","https://openalex.org/W4283803360"],"abstract_inverted_index":{"An":[0],"increasing":[1],"amount":[2],"of":[3,22,37,46,56,96,114,135,151,160,177],"video":[4],"and":[5,14,18,85,172],"image":[6],"data":[7,33,58],"is":[8,34,100],"being":[9],"shared":[10],"between":[11],"government":[12],"entities":[13],"other":[15],"relevant":[16],"stakeholders":[17],"requires":[19],"careful":[20],"handling":[21],"personal":[23],"information.":[24],"A":[25],"popular":[26],"approach":[27,67],"for":[28,108],"privacy":[29,90],"protection":[30,91],"in":[31,48,162],"such":[32],"the":[35,44,49,57,81,119,128,152,158,169,174],"use":[36],"deidentification":[38],"techniques,":[39],"which":[40,73],"aim":[41],"at":[42],"concealing":[43],"identity":[45],"individuals":[47],"imagery":[50],"while":[51],"still":[52],"preserving":[53],"certain":[54],"aspects":[55,145],"deidentification.":[59],"In":[60],"this":[61],"work,":[62],"we":[63],"propose":[64],"a":[65,93,132],"novel":[66],"towards":[68],"face":[69,106],"deidentification,":[70],"called":[71],"k-Same-Net,":[72],"combines":[74],"recent":[75],"generative":[76],"neural":[77],"networks":[78],"(GNNs)":[79],"with":[80,131,165],"well-known":[82],"k-anonymity":[83],"mechanism":[84],"provides":[86],"formal":[87],"guarantees":[88],"regarding":[89],"on":[92,168],"closed":[94],"set":[95,134],"identities.":[97],"Our":[98],"GNN":[99,120],"able":[101],"to":[102,117,126,142],"generate":[103],"synthetic":[104],"surrogate":[105,154],"images":[107],"idedentification":[109],"by":[110],"seamlessly":[111],"combining":[112],"features":[113],"identities":[115],"used":[116,141],"train":[118],"mode.":[121],"furthermore,":[122],"it":[123],"allows":[124],"us":[125],"guide":[127],"image-generation":[129],"process":[130],"small":[133],"appearance-related":[136],"parameters":[137],"that":[138],"can":[139],"be":[140],"alter":[143],"specific":[144],"(e.g.,":[146],"facial":[147],"expressions,":[148],"age,":[149],"gender)":[150],"synthesized":[153],"images.":[155],"We":[156],"demonstrate":[157],"feasibility":[159],"k-Same-Net":[161],"comparative":[163],"experiments":[164],"competing":[166],"techniques":[167],"XM2VTS":[170],"dataset":[171],"discuss":[173],"main":[175],"characteristics":[176],"our":[178],"approach.":[179]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
