{"id":"https://openalex.org/W4393866719","doi":"https://doi.org/10.3390/s24072269","title":"Synthetic Iris Images: A Comparative Analysis between Cartesian and Polar Representation","display_name":"Synthetic Iris Images: A Comparative Analysis between Cartesian and Polar Representation","publication_year":2024,"publication_date":"2024-04-02","ids":{"openalex":"https://openalex.org/W4393866719","doi":"https://doi.org/10.3390/s24072269","pmid":"https://pubmed.ncbi.nlm.nih.gov/38610479"},"language":"en","primary_location":{"id":"doi:10.3390/s24072269","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24072269","pdf_url":"https://www.mdpi.com/1424-8220/24/7/2269/pdf?version=1712064020","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/7/2269/pdf?version=1712064020","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094358463","display_name":"Adrian Kordas","orcid":"https://orcid.org/0009-0000-7345-0588"},"institutions":[{"id":"https://openalex.org/I4210136276","display_name":"NASK National Research Institute","ror":"https://ror.org/03ajsaw82","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210136276"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Adrian Kordas","raw_affiliation_strings":["Department of Biometrics, NASK\u2014National Research Institute, 01-045 Warsaw, Poland","Department of Biometrics, NASK-National Research Institute, 01-045 Warsaw, Poland;"],"raw_orcid":"https://orcid.org/0009-0000-7345-0588","affiliations":[{"raw_affiliation_string":"Department of Biometrics, NASK\u2014National Research Institute, 01-045 Warsaw, Poland","institution_ids":["https://openalex.org/I4210136276"]},{"raw_affiliation_string":"Department of Biometrics, NASK-National Research Institute, 01-045 Warsaw, Poland;","institution_ids":["https://openalex.org/I4210136276"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086290876","display_name":"Ewelina Bartuzi","orcid":"https://orcid.org/0000-0001-6245-2908"},"institutions":[{"id":"https://openalex.org/I4210136276","display_name":"NASK National Research Institute","ror":"https://ror.org/03ajsaw82","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210136276"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Ewelina Bartuzi-Trokielewicz","raw_affiliation_strings":["Department of Biometrics, NASK\u2014National Research Institute, 01-045 Warsaw, Poland","Department of Biometrics, NASK-National Research Institute, 01-045 Warsaw, Poland;"],"raw_orcid":"https://orcid.org/0000-0001-6245-2908","affiliations":[{"raw_affiliation_string":"Department of Biometrics, NASK\u2014National Research Institute, 01-045 Warsaw, Poland","institution_ids":["https://openalex.org/I4210136276"]},{"raw_affiliation_string":"Department of Biometrics, NASK-National Research Institute, 01-045 Warsaw, Poland;","institution_ids":["https://openalex.org/I4210136276"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075705172","display_name":"Micha\u0142 O\u0142owski","orcid":"https://orcid.org/0009-0006-1424-1245"},"institutions":[{"id":"https://openalex.org/I4210136276","display_name":"NASK National Research Institute","ror":"https://ror.org/03ajsaw82","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210136276"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Micha\u0142 O\u0142owski","raw_affiliation_strings":["Department of Biometrics, NASK\u2014National Research Institute, 01-045 Warsaw, Poland","Department of Biometrics, NASK-National Research Institute, 01-045 Warsaw, Poland;"],"raw_orcid":"https://orcid.org/0009-0006-1424-1245","affiliations":[{"raw_affiliation_string":"Department of Biometrics, NASK\u2014National Research Institute, 01-045 Warsaw, Poland","institution_ids":["https://openalex.org/I4210136276"]},{"raw_affiliation_string":"Department of Biometrics, NASK-National Research Institute, 01-045 Warsaw, Poland;","institution_ids":["https://openalex.org/I4210136276"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035145746","display_name":"Mateusz Trokielewicz","orcid":"https://orcid.org/0000-0002-7363-8385"},"institutions":[{"id":"https://openalex.org/I108403487","display_name":"Warsaw University of Technology","ror":"https://ror.org/00y0xnp53","country_code":"PL","type":"education","lineage":["https://openalex.org/I108403487"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Mateusz Trokielewicz","raw_affiliation_strings":["Institute of Control and Computation Engineering, Warsaw University of Technology, 00-665 Warsaw, Poland","Institute of Control and Computation Engineering, Warsaw University of Technology, 00-665 Warsaw, Poland;"],"raw_orcid":"https://orcid.org/0000-0002-7363-8385","affiliations":[{"raw_affiliation_string":"Institute of Control and Computation Engineering, Warsaw University of Technology, 00-665 Warsaw, Poland","institution_ids":["https://openalex.org/I108403487"]},{"raw_affiliation_string":"Institute of Control and Computation Engineering, Warsaw University of Technology, 00-665 Warsaw, Poland;","institution_ids":["https://openalex.org/I108403487"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.9172,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.70931157,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"24","issue":"7","first_page":"2269","last_page":"2269"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10751","display_name":"Forensic and Genetic Research","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9825000166893005,"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":0.6845099925994873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6340031027793884},{"id":"https://openalex.org/keywords/iris-recognition","display_name":"Iris recognition","score":0.6022066473960876},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.537652850151062},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5235666632652283},{"id":"https://openalex.org/keywords/cartesian-coordinate-system","display_name":"Cartesian coordinate system","score":0.5130883455276489},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.47141122817993164},{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.45596522092819214},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4431762993335724},{"id":"https://openalex.org/keywords/synthetic-data","display_name":"Synthetic data","score":0.4427565038204193},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.4252721071243286},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4237602949142456},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17431390285491943}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6845099925994873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6340031027793884},{"id":"https://openalex.org/C112356035","wikidata":"https://www.wikidata.org/wiki/Q1672722","display_name":"Iris recognition","level":3,"score":0.6022066473960876},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.537652850151062},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5235666632652283},{"id":"https://openalex.org/C16038011","wikidata":"https://www.wikidata.org/wiki/Q62912","display_name":"Cartesian coordinate system","level":2,"score":0.5130883455276489},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.47141122817993164},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.45596522092819214},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4431762993335724},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.4427565038204193},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4252721071243286},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4237602949142456},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17431390285491943},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001699","descriptor_name":"Biometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001699","descriptor_name":"Biometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001699","descriptor_name":"Biometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001699","descriptor_name":"Biometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007498","descriptor_name":"Iris","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007498","descriptor_name":"Iris","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007498","descriptor_name":"Iris","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007498","descriptor_name":"Iris","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013672","descriptor_name":"Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013672","descriptor_name":"Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013672","descriptor_name":"Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013672","descriptor_name":"Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.3390/s24072269","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24072269","pdf_url":"https://www.mdpi.com/1424-8220/24/7/2269/pdf?version=1712064020","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:38610479","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38610479","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11014044","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11014044","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11014044/pdf/sensors-24-02269.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:44303042d37949328ac76c62882a8872","is_oa":true,"landing_page_url":"https://doaj.org/article/44303042d37949328ac76c62882a8872","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 24, Iss 7, p 2269 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24072269","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24072269","pdf_url":"https://www.mdpi.com/1424-8220/24/7/2269/pdf?version=1712064020","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4393866719.pdf"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1611515786","https://openalex.org/W1869924930","https://openalex.org/W1974821667","https://openalex.org/W2008338741","https://openalex.org/W2047750060","https://openalex.org/W2108598243","https://openalex.org/W2133295669","https://openalex.org/W2183341477","https://openalex.org/W2607603241","https://openalex.org/W2626398542","https://openalex.org/W2946948417","https://openalex.org/W2964253184","https://openalex.org/W2969411844","https://openalex.org/W2970694612","https://openalex.org/W3120866375","https://openalex.org/W4316925056","https://openalex.org/W4323022411","https://openalex.org/W4324393059","https://openalex.org/W4386096061","https://openalex.org/W4391582461","https://openalex.org/W4392411943"],"related_works":["https://openalex.org/W2018223046","https://openalex.org/W2294693339","https://openalex.org/W2774310452","https://openalex.org/W1971649232","https://openalex.org/W2573408845","https://openalex.org/W231692020","https://openalex.org/W3092387234","https://openalex.org/W2024700913","https://openalex.org/W2891686872","https://openalex.org/W4376988852"],"abstract_inverted_index":{"In":[0],"recent":[1,49],"years,":[2],"the":[3,38,48,78,106,111,138,146,153,165,172,201,219,228,241,265,282],"advancement":[4,266],"of":[5,27,40,44,96,105,126,155,197,204,222,245,267],"generative":[6,9,90],"techniques,":[7],"particularly":[8],"adversarial":[10],"networks":[11],"(GANs),":[12],"has":[13],"opened":[14],"new":[15],"possibilities":[16,283],"for":[17,117,213,251],"generating":[18,41],"synthetic":[19,42,107,205,229,258],"biometric":[20,252],"data":[21,207,230,260],"from":[22,164],"different":[23,33],"modalities,":[24],"including-among":[25],"others-images":[26],"irises,":[28,46],"fingerprints,":[29],"or":[30],"faces":[31],"in":[32,55,59,63,72,89,231,276],"representations.":[34],"This":[35],"study":[36,98],"presents":[37],"process":[39],"images":[43],"human":[45],"using":[47,137],"StyleGAN3":[50],"model.":[51],"The":[52,93,195,254],"novelty":[53],"presented":[54],"this":[56,97,122],"work":[57,80],"consists":[58],"producing":[60],"generated":[61,173],"content":[62],"both":[64,185,232],"Cartesian":[65,233],"and":[66,109,115,132,145,170,187,190,217,234,243,248,274,287],"polar":[67,235],"coordinate":[68],"representations,":[69,236],"typically":[70],"used":[71,88],"iris":[73,112,142,193,206,223,259,268],"recognition":[74,143,224,269],"pipelines,":[75],"such":[76],"as":[77,209],"foundational":[79],"proposed":[81],"by":[82,279],"John":[83],"Daugman,":[84],"but":[85],"hitherto":[86],"not":[87],"AI":[91],"experiments.":[92],"main":[94],"objective":[95],"was":[99,168],"to":[100,157,180,239,264,284],"conduct":[101],"a":[102,124,210],"qualitative":[103],"analysis":[104],"samples":[108],"evaluate":[110],"texture":[113],"density":[114],"suitability":[116],"meaningful":[118],"feature":[119],"extraction.":[120],"During":[121],"study,":[123],"total":[125],"1327":[127],"unique":[128,177],"irises":[129,174],"were":[130],"generated,":[131],"experimental":[133],"results":[134,196],"carried":[135],"out":[136],"well-known":[139],"OSIRIS":[140],"open-source":[141],"software":[144],"equivalent":[147],"software,":[148],"wordlcoin-openiris,":[149],"newly":[150],"published":[151],"at":[152],"end":[154],"2023":[156],"prove":[158],"that":[159,257],"(1)":[160],"no":[161],"\"identity":[162],"leak\"":[163],"training":[166,215,289],"set":[167],"observed,":[169],"(2)":[171],"had":[175],"enough":[176],"textural":[178],"information":[179],"be":[181],"successfully":[182],"differentiated":[183],"between":[184,188],"themselves":[186],"them":[189],"real,":[191],"authentic":[192],"samples.":[194],"our":[198],"research":[199],"demonstrate":[200],"promising":[202],"potential":[203],"generation":[208],"valuable":[211],"tool":[212],"augmenting":[214,281],"datasets":[216],"improving":[218],"overall":[220],"performance":[221],"systems.":[225],"By":[226],"exploring":[227],"we":[237],"aim":[238],"understand":[240],"benefits":[242],"limitations":[244],"each":[246],"approach":[247],"their":[249],"implications":[250],"applications.":[253],"findings":[255],"suggest":[256],"can":[261],"significantly":[262],"contribute":[263],"technology,":[270],"enhancing":[271],"its":[272],"accuracy":[273],"robustness":[275],"real-world":[277],"scenarios":[278],"greatly":[280],"gather":[285],"large":[286],"diversified":[288],"datasets.":[290]},"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"}
