{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,24]],"date-time":"2026-02-24T09:00:35Z","timestamp":1771923635166,"version":"3.50.1"},"reference-count":34,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,10,19]],"date-time":"2025-10-19T00:00:00Z","timestamp":1760832000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,19]],"date-time":"2025-10-19T00:00:00Z","timestamp":1760832000000},"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":[[2025,10,19]]},"DOI":"10.1109\/iccvw69036.2025.00341","type":"proceedings-article","created":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T20:44:02Z","timestamp":1771879442000},"page":"3255-3261","source":"Crossref","is-referenced-by-count":0,"title":["Adaptive Face Anti-Spoofing Through Enhanced Data Manipulation and Feature Contrast Techniques"],"prefix":"10.1109","author":[{"given":"Jielong","family":"Wang","sequence":"first","affiliation":[{"name":"Akuvox,Xiamen,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kaifeng","family":"Huang","sequence":"additional","affiliation":[{"name":"Akuvox,Xiamen,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zehua","family":"Lan","sequence":"additional","affiliation":[{"name":"Akuvox,Xiamen,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Senxu","family":"He","sequence":"additional","affiliation":[{"name":"Akuvox,Xiamen,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Minzhe","family":"Huang","sequence":"additional","affiliation":[{"name":"Akuvox,Xiamen,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ruvi","family":"Cai","sequence":"additional","affiliation":[{"name":"Akuvox,Xiamen,China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/EST.2012.12"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/IASP.2009.5054589"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/CIHSPS.2004.1360218"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2015.7351280"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2016.2630740"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/BIOSIG.2016.7736936"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2023.3337970"},{"key":"ref8","article-title":"Unified physical-digital face attack detection","author":"Fang","year":"2024","journal-title":"arXiv preprint"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72949-2_9"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/cvprw63382.2024.00104"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i4.32385"},{"key":"ref13","article-title":"Adam: A method for stochastic opti-mization","author":"Kingma","year":"2014","journal-title":"arXiv preprint"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/BTAS.2013.6712690"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2020.05.017"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2022.3188149"},{"key":"ref17","article-title":"Benchmarking unified face attack detection via hierarchical prompt tuning","author":"Liu","year":"2025","journal-title":"arXiv preprint"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46478-7_6"},{"key":"ref19","article-title":"Sgdr: Stochas-tic gradient descent with warm restarts","author":"Loshchilov","year":"2016","journal-title":"arXiv preprint"},{"key":"ref20","article-title":"Big-moe: Bypass isolated gating moe for generalized multimodal face anti -spoofing","author":"Ma","year":"2024","journal-title":"arXiv preprint"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2007.4409068"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2016.2578288"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2011.6116484"},{"key":"ref24","first-page":"6105","article-title":"Efficientnet: Rethinking model scaling for convolutional neural networks","volume-title":"International conference on machine learning","author":"Tan"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15567-3_37"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15567-3_37"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00024"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58571-6_33"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58571-6_33"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3215850"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.48550\/arxiv.1710.09412"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00101"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/TBIOM.2020.2973001"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/ICB.2012.6199754"}],"event":{"name":"2025 IEEE\/CVF International Conference on Computer Vision Workshops (ICCVW)","location":"Honolulu, HI, USA","start":{"date-parts":[[2025,10,19]]},"end":{"date-parts":[[2025,10,20]]}},"container-title":["2025 IEEE\/CVF International Conference on Computer Vision Workshops (ICCVW)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11373940\/11374285\/11375281.pdf?arnumber=11375281","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,24]],"date-time":"2026-02-24T07:59:31Z","timestamp":1771919971000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11375281\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,19]]},"references-count":34,"URL":"https:\/\/doi.org\/10.1109\/iccvw69036.2025.00341","relation":{},"subject":[],"published":{"date-parts":[[2025,10,19]]}}}