{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,17]],"date-time":"2026-04-17T16:16:27Z","timestamp":1776442587828,"version":"3.51.2"},"reference-count":44,"publisher":"IEEE","license":[{"start":{"date-parts":[[2023,1,5]],"date-time":"2023-01-05T00:00:00Z","timestamp":1672876800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,1,5]],"date-time":"2023-01-05T00:00:00Z","timestamp":1672876800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,1,5]]},"DOI":"10.1109\/fg57933.2023.10042547","type":"proceedings-article","created":{"date-parts":[[2023,2,16]],"date-time":"2023-02-16T23:02:10Z","timestamp":1676588530000},"page":"1-6","source":"Crossref","is-referenced-by-count":6,"title":["Self-Supervised Face Presentation Attack Detection with Dynamic Grayscale Snippets"],"prefix":"10.1109","author":[{"given":"Usman","family":"Muhammad","sequence":"first","affiliation":[{"name":"University of Oulu,Center for Machine Vision and Signal Analysis (CMVS)"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mourad","family":"Oussalah","sequence":"additional","affiliation":[{"name":"University of Oulu,Center for Machine Vision and Signal Analysis (CMVS)"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/BTAS.2017.8272713"},{"key":"ref2","first-page":"105","article-title":"Computation-all y efficient face spoofing detection with motion magnification","volume-title":"CVPR workshops","author":"Bharadwaj"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/BTAS.2017.8272758"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2015.7351280"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2016.2555286"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/FG.2017.77"},{"key":"ref7","first-page":"1","article-title":"On the effectiveness of local binary patterns in face anti-spoofing","volume-title":"2012 BIOSIG-proceedings of the international conference of biometrics special interest group (BIOSIG)\u2018","author":"Chingovska"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ICB.2013.6612981"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1186\/1687-5281-2014-2"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR.2014.211"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICB45273.2019.8987370"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.123"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/0004-3702(81)90024-2"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.3390\/technologies9010002"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01261-8_18"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2983427"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2022.02.019"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2021.3065495"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00048"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ijcb.2011.6117510"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICB45273.2019.8987283"},{"key":"ref23","first-page":"113","article-title":"Face anti-spoofing via sample learning based recurrent neural network (rnn)","author":"Muhammad","year":"2019","journal-title":"BMVC"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2022.03.001"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/tcsii.2022.3169435"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2015.2466088"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-49430-8_3"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3066912"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N16-3020"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/3577925"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/78.650093"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.74"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2018.08.019"},{"key":"ref34","volume-title":"Information technology-biometric presentation attack detection-part 3: testing and reporting","author":"Standard","year":"2017"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/3402446"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.281"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00409"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00509"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2015.2400395"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ICB.2013.6612955"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00362"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00534"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TBIOM.2020.2973001"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICB.2012.6199754"}],"event":{"name":"2023 IEEE 17th International Conference on Automatic Face and Gesture Recognition (FG)","location":"Waikoloa Beach, HI, USA","start":{"date-parts":[[2023,1,5]]},"end":{"date-parts":[[2023,1,8]]}},"container-title":["2023 IEEE 17th International Conference on Automatic Face and Gesture Recognition (FG)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10042469\/10042499\/10042547.pdf?arnumber=10042547","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,13]],"date-time":"2024-02-13T14:49:06Z","timestamp":1707835746000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10042547\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,1,5]]},"references-count":44,"URL":"https:\/\/doi.org\/10.1109\/fg57933.2023.10042547","relation":{},"subject":[],"published":{"date-parts":[[2023,1,5]]}}}