{"id":"https://openalex.org/W3171948639","doi":"https://doi.org/10.1109/tcyb.2021.3081764","title":"Fingerprint Presentation Attack Detector Using Global-Local Model","display_name":"Fingerprint Presentation Attack Detector Using Global-Local Model","publication_year":2021,"publication_date":"2021-06-16","ids":{"openalex":"https://openalex.org/W3171948639","doi":"https://doi.org/10.1109/tcyb.2021.3081764","mag":"3171948639"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2021.3081764","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2021.3081764","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Cybernetics","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2402.12754","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101438229","display_name":"Haozhe Liu","orcid":"https://orcid.org/0000-0003-1191-3529"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haozhe Liu","raw_affiliation_strings":["Computer Vision Institute, College of Computer Science and Software Engineering, SZU Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society, the National Engineering Laboratory for Big Data System Computing Technology, and the Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Computer Vision Institute, College of Computer Science and Software Engineering, SZU Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society, the National Engineering Laboratory for Big Data System Computing Technology, and the Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039034762","display_name":"Wentian Zhang","orcid":"https://orcid.org/0000-0001-9107-4272"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wentian Zhang","raw_affiliation_strings":["Computer Vision Institute, College of Computer Science and Software Engineering, SZU Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society, the National Engineering Laboratory for Big Data System Computing Technology, and the Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Computer Vision Institute, College of Computer Science and Software Engineering, SZU Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society, the National Engineering Laboratory for Big Data System Computing Technology, and the Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100415324","display_name":"Feng Liu","orcid":"https://orcid.org/0000-0003-1493-5352"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Liu","raw_affiliation_strings":["Computer Vision Institute, College of Computer Science and Software Engineering, SZU Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society, the National Engineering Laboratory for Big Data System Computing Technology, and the Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Computer Vision Institute, College of Computer Science and Software Engineering, SZU Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society, the National Engineering Laboratory for Big Data System Computing Technology, and the Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102745411","display_name":"Haoqian Wu","orcid":"https://orcid.org/0000-0003-1035-1499"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoqian Wu","raw_affiliation_strings":["Computer Vision Institute, College of Computer Science and Software Engineering, SZU Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society, the National Engineering Laboratory for Big Data System Computing Technology, and the Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Computer Vision Institute, College of Computer Science and Software Engineering, SZU Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society, the National Engineering Laboratory for Big Data System Computing Technology, and the Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019313200","display_name":"Linlin Shen","orcid":"https://orcid.org/0000-0003-1420-0815"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linlin Shen","raw_affiliation_strings":["Computer Vision Institute, College of Computer Science and Software Engineering, SZU Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society, the National Engineering Laboratory for Big Data System Computing Technology, and the Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Computer Vision Institute, College of Computer Science and Software Engineering, SZU Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society, the National Engineering Laboratory for Big Data System Computing Technology, and the Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101438229"],"corresponding_institution_ids":["https://openalex.org/I180726961"],"apc_list":null,"apc_paid":null,"fwci":3.2318,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.92839407,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"52","issue":"11","first_page":"12315","last_page":"12328"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.9998999834060669,"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":0.9998999834060669,"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/T11448","display_name":"Face recognition and analysis","score":0.9818999767303467,"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/T13192","display_name":"Forensic Fingerprint Detection Methods","score":0.9807999730110168,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.8125601410865784},{"id":"https://openalex.org/keywords/fingerprint","display_name":"Fingerprint (computing)","score":0.7791252732276917},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6066004037857056},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5843876600265503},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5839109420776367},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5656155347824097},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.5502302646636963},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2910615801811218}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.8125601410865784},{"id":"https://openalex.org/C2777826928","wikidata":"https://www.wikidata.org/wiki/Q3745713","display_name":"Fingerprint (computing)","level":2,"score":0.7791252732276917},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6066004037857056},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5843876600265503},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5839109420776367},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5656155347824097},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.5502302646636963},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2910615801811218},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2021.3081764","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2021.3081764","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Cybernetics","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2402.12754","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2402.12754","pdf_url":"https://arxiv.org/pdf/2402.12754","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2402.12754","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2402.12754","pdf_url":"https://arxiv.org/pdf/2402.12754","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.5,"display_name":"Reduced inequalities"},{"id":"https://metadata.un.org/sdg/16","score":0.4099999964237213,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G1158149365","display_name":null,"funder_award_id":"JCYJ20190808163401646","funder_id":"https://openalex.org/F4320335803","funder_display_name":"Shenzhen Fundamental Research and Discipline Layout project"},{"id":"https://openalex.org/G7267508719","display_name":null,"funder_award_id":"JCYJ20180305125822769","funder_id":"https://openalex.org/F4320335803","funder_display_name":"Shenzhen Fundamental Research and Discipline Layout project"},{"id":"https://openalex.org/G8525040662","display_name":null,"funder_award_id":"62076163","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8985577795","display_name":null,"funder_award_id":"91959108","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320325571","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70"},{"id":"https://openalex.org/F4320335803","display_name":"Shenzhen Fundamental Research and Discipline Layout project","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W1558778037","https://openalex.org/W1565500513","https://openalex.org/W1580992890","https://openalex.org/W1686810756","https://openalex.org/W1849277567","https://openalex.org/W1901129140","https://openalex.org/W1969793586","https://openalex.org/W1986702455","https://openalex.org/W2048425530","https://openalex.org/W2096831551","https://openalex.org/W2108700572","https://openalex.org/W2118677980","https://openalex.org/W2119983029","https://openalex.org/W2136975665","https://openalex.org/W2145419885","https://openalex.org/W2151270693","https://openalex.org/W2160367574","https://openalex.org/W2221625691","https://openalex.org/W2295107390","https://openalex.org/W2304245051","https://openalex.org/W2306289963","https://openalex.org/W2331128040","https://openalex.org/W2492824679","https://openalex.org/W2575969892","https://openalex.org/W2582703352","https://openalex.org/W2600144439","https://openalex.org/W2707890836","https://openalex.org/W2746314669","https://openalex.org/W2765793020","https://openalex.org/W2792557137","https://openalex.org/W2883406652","https://openalex.org/W2896364909","https://openalex.org/W2930327626","https://openalex.org/W2962858109","https://openalex.org/W2963163009","https://openalex.org/W2963443739","https://openalex.org/W2963918968","https://openalex.org/W2964165334","https://openalex.org/W2964993360","https://openalex.org/W2979708377","https://openalex.org/W2982083293","https://openalex.org/W2996989128","https://openalex.org/W3000066761","https://openalex.org/W3005670606","https://openalex.org/W3005942205","https://openalex.org/W3006433045","https://openalex.org/W3017988947","https://openalex.org/W3034930876","https://openalex.org/W3124659424","https://openalex.org/W4212774754","https://openalex.org/W4297775537","https://openalex.org/W6755402806","https://openalex.org/W6766978945"],"related_works":["https://openalex.org/W2965546495","https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W3103844505","https://openalex.org/W259157601","https://openalex.org/W4205463238","https://openalex.org/W2761785940","https://openalex.org/W2404514746","https://openalex.org/W1652783584","https://openalex.org/W2082783427"],"abstract_inverted_index":{"The":[0,59,120],"vulnerability":[1],"of":[2,16,63,94,184,192,212],"automated":[3],"fingerprint":[4,40,97,116],"recognition":[5],"systems":[6],"(AFRSs)":[7],"to":[8,52,56],"presentation":[9],"attacks":[10],"(PAs)":[11],"promotes":[12],"the":[13,68,72,77,82,95,105,139,144,149,155,174,195,205],"vigorous":[14],"development":[15],"PA":[17,37],"detection":[18,189,197],"(PAD)":[19],"technology.":[20],"However,":[21],"PAD":[22,49],"methods":[23,207],"have":[24],"been":[25],"limited":[26],"by":[27,103,133,153,208],"information":[28],"loss":[29],"and":[30,39,75,157,186],"poor":[31],"generalization":[32],"ability,":[33],"resulting":[34],"in":[35,210],"new":[36],"materials":[38],"sensors.":[41],"This":[42],"article":[43],"thus":[44],"proposes":[45],"a":[46,86,110,187],"global\u2013local":[47],"model-based":[48],"(RTK-PAD)":[50],"method":[51,61],"overcome":[53],"those":[54],"limitations":[55],"some":[57],"extent.":[58],"proposed":[60,130,175],"consists":[62],"three":[64],"modules,":[65],"called:":[66],"1)":[67],"global":[69,84,87,145,156],"module;":[70,74],"2)":[71],"local":[73,108,111,140,158],"3)":[76],"rethinking":[78,131],"module.":[79],"By":[80],"adopting":[81],"cut-out-based":[83],"module,":[85,109],"spoofness":[88,112,146,151,159],"score":[89,113,152],"predicted":[90,114],"from":[91,115],"nonlocal":[92],"features":[93],"entire":[96],"images":[98],"can":[99,177],"be":[100],"achieved.":[101],"While":[102],"using":[104],"texture":[106],"in-painting-based":[107],"patches":[117,137],"is":[118,161],"obtained.":[119],"two":[121,135],"modules":[122],"are":[123],"not":[124],"independent":[125],"but":[126],"connected":[127],"through":[128],"our":[129],"module":[132,141],"localizing":[134],"discriminative":[136],"for":[138,163],"based":[142],"on":[143,169],"score.":[147],"Finally,":[148],"fusion":[150],"averaging":[154],"scores":[160],"used":[162],"PAD.":[164],"Our":[165],"experimental":[166],"results":[167],"evaluated":[168],"LivDet":[170],"2017":[171],"show":[172],"that":[173],"RTK-PAD":[176],"achieve":[178],"an":[179],"average":[180],"classification":[181],"error":[182],"(ACE)":[183],"2.28%":[185],"true":[188],"rate":[190,198],"(TDR)":[191],"91.19%":[193],"when":[194],"false":[196],"(FDR)":[199],"equals":[200],"1.0%,":[201],"which":[202],"significantly":[203],"outperformed":[204],"state-of-the-art":[206],"~10%":[209],"terms":[211],"TDR":[213],"(91.19%":[214],"versus":[215],"80.74%).":[216]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2021-06-22T00:00:00"}
