{"id":"https://openalex.org/W2902576802","doi":"https://doi.org/10.23919/biosig.2018.8553413","title":"Towards Fingerprint Presentation Attack Detection Based on Convolutional Neural Networks and Short Wave Infrared Imaging","display_name":"Towards Fingerprint Presentation Attack Detection Based on Convolutional Neural Networks and Short Wave Infrared Imaging","publication_year":2018,"publication_date":"2018-09-01","ids":{"openalex":"https://openalex.org/W2902576802","doi":"https://doi.org/10.23919/biosig.2018.8553413","mag":"2902576802"},"language":"en","primary_location":{"id":"doi:10.23919/biosig.2018.8553413","is_oa":false,"landing_page_url":"https://doi.org/10.23919/biosig.2018.8553413","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference of the Biometrics Special Interest Group (BIOSIG)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5009955709","display_name":"Rub\u00e9n Tolosana","orcid":"https://orcid.org/0000-0002-9393-3066"},"institutions":[{"id":"https://openalex.org/I63634437","display_name":"Universidad Aut\u00f3noma de Madrid","ror":"https://ror.org/01cby8j38","country_code":"ES","type":"education","lineage":["https://openalex.org/I63634437"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ruben Tolosana","raw_affiliation_strings":["BiDA Lab - Biometrics and Data Pattern Analytics, Universidad Autonoma de Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BiDA Lab - Biometrics and Data Pattern Analytics, Universidad Autonoma de Madrid, Spain","institution_ids":["https://openalex.org/I63634437"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081957330","display_name":"Marta Gomez\u2010Barrero","orcid":"https://orcid.org/0000-0003-4581-5353"},"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"]},{"id":"https://openalex.org/I4210099379","display_name":"Zimmer Biomet (Germany)","ror":"https://ror.org/016731f38","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210099379","https://openalex.org/I4210115238"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marta Gomez-Barrero","raw_affiliation_strings":["Biometrics and Internet Security Research Group, Hochschule Darmstadt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biometrics and Internet Security Research Group, Hochschule Darmstadt, Germany","institution_ids":["https://openalex.org/I107257983","https://openalex.org/I4210099379"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061163098","display_name":"Jascha Kolberg","orcid":"https://orcid.org/0000-0002-3128-8049"},"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"]},{"id":"https://openalex.org/I4210099379","display_name":"Zimmer Biomet (Germany)","ror":"https://ror.org/016731f38","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210099379","https://openalex.org/I4210115238"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jascha Kolberg","raw_affiliation_strings":["Biometrics and Internet Security Research Group, Hochschule Darmstadt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biometrics and Internet Security Research Group, Hochschule Darmstadt, Germany","institution_ids":["https://openalex.org/I107257983","https://openalex.org/I4210099379"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083125799","display_name":"Aythami Morales","orcid":"https://orcid.org/0000-0002-7268-4785"},"institutions":[{"id":"https://openalex.org/I63634437","display_name":"Universidad Aut\u00f3noma de Madrid","ror":"https://ror.org/01cby8j38","country_code":"ES","type":"education","lineage":["https://openalex.org/I63634437"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Aythami Morales","raw_affiliation_strings":["BiDA Lab - Biometrics and Data Pattern Analytics, Universidad Autonoma de Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BiDA Lab - Biometrics and Data Pattern Analytics, Universidad Autonoma de Madrid, Spain","institution_ids":["https://openalex.org/I63634437"]}]},{"author_position":"middle","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"]},{"id":"https://openalex.org/I4210099379","display_name":"Zimmer Biomet (Germany)","ror":"https://ror.org/016731f38","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210099379","https://openalex.org/I4210115238"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Busch","raw_affiliation_strings":["Biometrics and Internet Security Research Group, Hochschule Darmstadt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biometrics and Internet Security Research Group, Hochschule Darmstadt, Germany","institution_ids":["https://openalex.org/I107257983","https://openalex.org/I4210099379"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078069400","display_name":"Javier Ortega-Garc\u00eda","orcid":"https://orcid.org/0000-0003-0557-1948"},"institutions":[{"id":"https://openalex.org/I63634437","display_name":"Universidad Aut\u00f3noma de Madrid","ror":"https://ror.org/01cby8j38","country_code":"ES","type":"education","lineage":["https://openalex.org/I63634437"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Ortega-Garcia","raw_affiliation_strings":["BiDA Lab - Biometrics and Data Pattern Analytics, Universidad Autonoma de Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BiDA Lab - Biometrics and Data Pattern Analytics, Universidad Autonoma de Madrid, Spain","institution_ids":["https://openalex.org/I63634437"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.7884,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.94728742,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.9987000226974487,"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":0.9987000226974487,"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/T13192","display_name":"Forensic Fingerprint Detection Methods","score":0.9883000254631042,"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"}},{"id":"https://openalex.org/T10751","display_name":"Forensic and Genetic Research","score":0.9650999903678894,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.8336033821105957},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7969225645065308},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.7148065567016602},{"id":"https://openalex.org/keywords/fingerprint","display_name":"Fingerprint (computing)","score":0.6873294115066528},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6395267844200134},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6074932813644409},{"id":"https://openalex.org/keywords/fingerprint-recognition","display_name":"Fingerprint recognition","score":0.5737264156341553},{"id":"https://openalex.org/keywords/authentication","display_name":"Authentication (law)","score":0.5276806950569153},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4685198962688446},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4310447573661804},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3481407165527344},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.31622305512428284}],"concepts":[{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.8336033821105957},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7969225645065308},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.7148065567016602},{"id":"https://openalex.org/C2777826928","wikidata":"https://www.wikidata.org/wiki/Q3745713","display_name":"Fingerprint (computing)","level":2,"score":0.6873294115066528},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6395267844200134},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6074932813644409},{"id":"https://openalex.org/C168406668","wikidata":"https://www.wikidata.org/wiki/Q178022","display_name":"Fingerprint recognition","level":3,"score":0.5737264156341553},{"id":"https://openalex.org/C148417208","wikidata":"https://www.wikidata.org/wiki/Q4825882","display_name":"Authentication (law)","level":2,"score":0.5276806950569153},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4685198962688446},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4310447573661804},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3481407165527344},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.31622305512428284},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/biosig.2018.8553413","is_oa":false,"landing_page_url":"https://doi.org/10.23919/biosig.2018.8553413","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference of the Biometrics Special Interest Group (BIOSIG)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6000000238418579}],"awards":[],"funders":[{"id":"https://openalex.org/F4320312530","display_name":"Office of the Director of National Intelligence","ror":"https://ror.org/01v3fsc55"},{"id":"https://openalex.org/F4320321764","display_name":"Ministerio de Educaci\u00f3n, Cultura y Deporte","ror":"https://ror.org/03nc27g21"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W81046156","https://openalex.org/W118835214","https://openalex.org/W1537451443","https://openalex.org/W1604511944","https://openalex.org/W1686810756","https://openalex.org/W1986702455","https://openalex.org/W2072273451","https://openalex.org/W2107845065","https://openalex.org/W2130942839","https://openalex.org/W2136975665","https://openalex.org/W2295107390","https://openalex.org/W2304245051","https://openalex.org/W2317965018","https://openalex.org/W2595600725","https://openalex.org/W2745177601","https://openalex.org/W2769360815","https://openalex.org/W2783471871","https://openalex.org/W2787401793","https://openalex.org/W2792557137","https://openalex.org/W2962835968","https://openalex.org/W3101824741","https://openalex.org/W6637373629","https://openalex.org/W6679436768","https://openalex.org/W6742702724"],"related_works":["https://openalex.org/W3122440110","https://openalex.org/W4367597978","https://openalex.org/W4377234655","https://openalex.org/W2315459412","https://openalex.org/W2067275498","https://openalex.org/W3047414863","https://openalex.org/W2597534175","https://openalex.org/W2552146172","https://openalex.org/W1999152634","https://openalex.org/W2000682906"],"abstract_inverted_index":{"Biometric":[0],"recognition":[1],"offers":[2],"many":[3],"advantages":[4],"over":[5],"traditional":[6],"authentication":[7],"methods,":[8],"but":[9,103],"they":[10,52],"are":[11],"also":[12],"vulnerable":[13],"to,":[14],"for":[15,107,117],"instance,":[16],"presentation":[17,23,71],"attacks.":[18],"These":[19],"refer":[20],"to":[21,33,46],"the":[22,34,39,54,85,88,108,111],"of":[24,41,56,110],"artifacts,":[25],"such":[26],"as":[27],"facial":[28],"pictures":[29],"or":[30,45],"gummy":[31],"fingers,":[32],"biometric":[35,57],"capture":[36],"device,":[37],"with":[38],"aim":[40],"impersonating":[42],"another":[43],"person":[44],"avoid":[47],"being":[48],"recognised.":[49],"As":[50],"such,":[51],"challenge":[53],"security":[55],"systems":[58],"and":[59,80,113],"must":[60],"be":[61],"prevented.":[62],"In":[63],"this":[64],"paper,":[65],"we":[66],"present":[67],"a":[68],"new":[69],"fingerprint":[70],"attack":[72],"detection":[73],"method":[74],"based":[75],"on":[76,98],"convolutional":[77],"neural":[78],"networks":[79],"multi-spectral":[81],"images":[82],"extracted":[83],"from":[84],"finger":[86],"in":[87],"short":[89],"wave":[90],"infrared":[91],"spectrum.":[92],"The":[93],"experimental":[94],"evaluation,":[95],"carried":[96],"out":[97],"an":[99],"initial":[100],"small":[101],"database":[102],"comprising":[104],"different":[105],"materials":[106],"fabrication":[109],"artifacts":[112],"including":[114],"unknown":[115],"attacks":[116],"testing,":[118],"shows":[119],"promising":[120],"results:":[121],"all":[122],"samples":[123],"were":[124],"correctly":[125],"classified.":[126]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":10}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
