{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T22:21:29Z","timestamp":1768342889560,"version":"3.49.0"},"reference-count":23,"publisher":"IEEE","license":[{"start":{"date-parts":[[2021,8,4]],"date-time":"2021-08-04T00:00:00Z","timestamp":1628035200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,8,4]],"date-time":"2021-08-04T00:00:00Z","timestamp":1628035200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,8,4]]},"DOI":"10.1109\/ijcb52358.2021.9484359","type":"proceedings-article","created":{"date-parts":[[2021,7,20]],"date-time":"2021-07-20T20:34:10Z","timestamp":1626813250000},"page":"1-10","source":"Crossref","is-referenced-by-count":25,"title":["Face Liveness Detection Competition (LivDet-Face) - 2021"],"prefix":"10.1109","author":[{"given":"Sandip","family":"Purnapatra","sequence":"first","affiliation":[{"name":"Clarkson University,USA"}]},{"given":"Nic","family":"Smalt","sequence":"additional","affiliation":[{"name":"Clarkson University,USA"}]},{"given":"Keivan","family":"Bahmani","sequence":"additional","affiliation":[{"name":"Clarkson University,USA"}]},{"given":"Priyanka","family":"Das","sequence":"additional","affiliation":[{"name":"Clarkson University,USA"}]},{"given":"David","family":"Yambay","sequence":"additional","affiliation":[{"name":"Clarkson University,USA"}]},{"given":"Amir","family":"Mohammadi","sequence":"additional","affiliation":[{"name":"Idiap Research Institute,Switzerland"}]},{"given":"Anjith","family":"George","sequence":"additional","affiliation":[{"name":"Idiap Research Institute,Switzerland"}]},{"given":"Thirimachos","family":"Bourlai","sequence":"additional","affiliation":[{"name":"University of Georgia,USA"}]},{"given":"Sebastien","family":"Marcel","sequence":"additional","affiliation":[{"name":"Idiap Research Institute,Switzerland"}]},{"given":"Stephanie","family":"Schuckers","sequence":"additional","affiliation":[{"name":"Clarkson University,USA"}]},{"given":"Meiling","family":"Fang","sequence":"additional","affiliation":[{"name":"Fraunhofer Institute for Computer Graphics Research IGD,Darmstadt,Germany"}]},{"given":"Naser","family":"Damer","sequence":"additional","affiliation":[{"name":"Fraunhofer Institute for Computer Graphics Research IGD,Darmstadt,Germany"}]},{"given":"Fadi","family":"Boutros","sequence":"additional","affiliation":[{"name":"Fraunhofer Institute for Computer Graphics Research IGD,Darmstadt,Germany"}]},{"given":"Arjan","family":"Kuijper","sequence":"additional","affiliation":[{"name":"Fraunhofer Institute for Computer Graphics Research IGD,Darmstadt,Germany"}]},{"given":"Alperen","family":"Kantarci","sequence":"additional","affiliation":[{"name":"Istanbul Technical University,SiMiT Lab,Istanbul,Turkey"}]},{"given":"Basar","family":"Demir","sequence":"additional","affiliation":[{"name":"Istanbul Technical University,SiMiT Lab,Istanbul,Turkey"}]},{"given":"Zafer","family":"Yildiz","sequence":"additional","affiliation":[{"name":"Istanbul Technical University,SiMiT Lab,Istanbul,Turkey"}]},{"given":"Zabi","family":"Ghafoory","sequence":"additional","affiliation":[{"name":"Istanbul Technical University,SiMiT Lab,Istanbul,Turkey"}]},{"given":"Hasan","family":"Dertli","sequence":"additional","affiliation":[{"name":"Istanbul, Turkey ETIS lab,Sodec Apps,Paris,France"}]},{"given":"Hazim Kemal","family":"Ekenel","sequence":"additional","affiliation":[{"name":"Istanbul Technical University,SiMiT Lab,Istanbul,Turkey"}]},{"given":"Son","family":"Vu","sequence":"additional","affiliation":[{"name":"CY Cergy Paris Universite,ENSEA, ETIS Lab,Paris,France"}]},{"given":"Vassilis","family":"Christophides","sequence":"additional","affiliation":[{"name":"CY Cergy Paris Universite,ENSEA, ETIS Lab,Paris,France"}]},{"given":"Liang","family":"Dashuang","sequence":"additional","affiliation":[{"name":"Vision Intelligence Center of Meituan,China"}]},{"given":"Zhang","family":"Guanghao","sequence":"additional","affiliation":[{"name":"Vision Intelligence Center of Meituan,China"}]},{"given":"Hao","family":"Zhanlong","sequence":"additional","affiliation":[{"name":"Vision Intelligence Center of Meituan,China"}]},{"given":"Liu","family":"Junfu","sequence":"additional","affiliation":[{"name":"Vision Intelligence Center of Meituan,China"}]},{"given":"Jin","family":"Yufeng","sequence":"additional","affiliation":[{"name":"Vision Intelligence Center of Meituan,China"}]},{"given":"Samo","family":"Liu","sequence":"additional","affiliation":[{"name":"FaceMe,Taiwan"}]},{"given":"Samuel","family":"Huang","sequence":"additional","affiliation":[{"name":"FaceMe,Taiwan"}]},{"given":"Salieri","family":"Kuei","sequence":"additional","affiliation":[{"name":"CLFM,Taiwan"}]},{"given":"Jag Mohan","family":"Singh","sequence":"additional","affiliation":[{"name":"Norwegian University of Science and Technology,Gj&#x00F8;vik,Norway"}]},{"given":"Raghavendra","family":"Ramachandra","sequence":"additional","affiliation":[{"name":"Norwegian University of Science and Technology,Gj&#x00F8;vik,Norway"}]}],"member":"263","reference":[{"key":"ref10","year":"2016","journal-title":"Information technology &#x2013; Biometric presentation attack detection &#x2013; Part 3 Testing and reporting"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.117"},{"key":"ref12","year":"0","journal-title":"Livdet website"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2017.2676720"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3038924"},{"key":"ref15","article-title":"Smartphone multi-modal biometric authentication: Database and evaluation","author":"ramachandra","year":"2019"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/IWBF.2019.8739236"},{"key":"ref17","first-page":"2","article-title":"Fido biometrics requirements","volume":"5","author":"schuckers","year":"2019","journal-title":"Population"},{"key":"ref18","article-title":"Hierarchical interpolation of imagenet features for cross-dataset pre sentation attack detection","author":"singh","year":"2021","journal-title":"Intelligent Technologies and Applications Third International Conference INTAP 2020 Grimstad Norway September 28&#x2013;30 2020"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.634"},{"key":"ref4","author":"modeller","year":"2021"},{"key":"ref3","article-title":"Biometric source weighting in multi-biometric fusion: Towards a generalized and robust solution","author":"damer","year":"2014","journal-title":"22nd European Signal Processing Conference (EUSIPCO) 2014"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ICB45273.2019.8987370"},{"key":"ref5","article-title":"Real masks and fake faces: On the masked face presentation attack detection","author":"fang","year":"2021"},{"key":"ref8","doi-asserted-by":"crossref","DOI":"10.1049\/bme2.12041","article-title":"On the generalisation capabilities of fisher vector based face presentation attack detection","author":"gonz\u00e1lez-soler","year":"2021"},{"key":"ref7","article-title":"Biometric face presentation attack detection with multi-channel convolutional neural network","volume":"15","author":"george","year":"2019","journal-title":"IEEE Transactions on Information Forensics and Security"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/BTAS.2017.8272758"},{"key":"ref1","year":"0"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/CCST.2019.8888436"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2016.2603342"},{"key":"ref22","article-title":"Celeba-spoof challenge 2020 on face anti-spoofing: Methods and results","author":"zhang","year":"2021"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TBIOM.2020.2973001"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/ICB.2012.6199754"}],"event":{"name":"2021 IEEE International Joint Conference on Biometrics (IJCB)","location":"Shenzhen, China","start":{"date-parts":[[2021,8,4]]},"end":{"date-parts":[[2021,8,7]]}},"container-title":["2021 IEEE International Joint Conference on Biometrics (IJCB)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9484326\/9484328\/09484359.pdf?arnumber=9484359","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,8,2]],"date-time":"2022-08-02T23:30:28Z","timestamp":1659483028000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9484359\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,8,4]]},"references-count":23,"URL":"https:\/\/doi.org\/10.1109\/ijcb52358.2021.9484359","relation":{},"subject":[],"published":{"date-parts":[[2021,8,4]]}}}