{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,28]],"date-time":"2025-10-28T15:17:44Z","timestamp":1761664664698,"version":"3.28.0"},"reference-count":73,"publisher":"IEEE","license":[{"start":{"date-parts":[[2023,9,25]],"date-time":"2023-09-25T00:00:00Z","timestamp":1695600000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,9,25]],"date-time":"2023-09-25T00:00:00Z","timestamp":1695600000000},"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":[[2023,9,25]]},"DOI":"10.1109\/ijcb57857.2023.10448785","type":"proceedings-article","created":{"date-parts":[[2024,3,1]],"date-time":"2024-03-01T18:31:14Z","timestamp":1709317874000},"page":"1-11","source":"Crossref","is-referenced-by-count":4,"title":["FedSIS: Federated Split Learning with Intermediate Representation Sampling for Privacy-preserving Generalized Face Presentation Attack Detection"],"prefix":"10.1109","author":[{"given":"Naif","family":"Alkhunaizi","sequence":"first","affiliation":[{"name":"Mohamed Bin Zayed University of Artificial Intelligence,Abu Dhabi,United Arab Emirates"}]},{"given":"Koushik","family":"Srivatsan","sequence":"additional","affiliation":[{"name":"Mohamed Bin Zayed University of Artificial Intelligence,Abu Dhabi,United Arab Emirates"}]},{"given":"Faris","family":"Almalik","sequence":"additional","affiliation":[{"name":"Mohamed Bin Zayed University of Artificial Intelligence,Abu Dhabi,United Arab Emirates"}]},{"given":"Ibrahim","family":"Almakky","sequence":"additional","affiliation":[{"name":"Mohamed Bin Zayed University of Artificial Intelligence,Abu Dhabi,United Arab Emirates"}]},{"given":"Karthik","family":"Nandakumar","sequence":"additional","affiliation":[{"name":"Mohamed Bin Zayed University of Artificial Intelligence,Abu Dhabi,United Arab Emirates"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/ICICIS52592.2021.9694163"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/WACVW58289.2023.00073"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-16437-8_36"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/FG.2017.77"},{"article-title":"On the importance and applicability of pre-training for federated learning","volume-title":"The Eleventh International Conference on Learning Representations","author":"Chen","key":"ref5"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/WACV56688.2023.00044"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i2.16199"},{"key":"ref8","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)","author":"Chingovska"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00482"},{"article-title":"An image is worth 16x16 words: Transformers for image recognition at scale","volume-title":"International Conference on Learning Representations","author":"Dosovitskiy","key":"ref10"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2019.2916652"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46493-0_36"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00162"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-19778-9_3"},{"key":"ref15","first-page":"125","article-title":"Multi-teacher single-student visual transformer with multi-level attention for face spoofing detection","volume-title":"32nd British Machine Vision Conference 2021, BMVC 2021, Online, November 22-25, 2021","author":"Huang"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00851"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2021.107888"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i1.19993"},{"key":"ref19","first-page":"5132","article-title":"Scaffold: Stochastic controlled averaging for federated learning","volume-title":"International Conference on Machine Learning","author":"Karimireddy"},{"key":"ref20","article-title":"Adam: A method for stochastic optimization","author":"Kingma","year":"2014","journal-title":"arXiv preprint arXiv:1412.6980"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2018.2801312"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01057"},{"key":"ref23","first-page":"429","article-title":"Federated optimization in heterogeneous networks","volume-title":"Proceedings of Machine learning and systems","volume":"2","author":"Li"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/WACV56688.2023.00604"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1049\/bme2.12002"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/WACV48630.2021.00122"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00107"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i2.20071"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/3474085.3475279"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2021\/120"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.713"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00481"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58523-5_24"},{"key":"ref34","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","author":"McMahan","year":"2017","journal-title":"Artificial intelligence and statistics"},{"key":"ref35","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","author":"McMahan","year":"2017","journal-title":"Artificial intelligence and statistics"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP46576.2022.9897560"},{"key":"ref37","first-page":"24617","article-title":"Federated split task-agnostic vision transformer for covid-19 cxr diagnosis","volume":"34","author":"Park","year":"2021","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/IJCB48548.2020.9304920"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i07.6866"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.01026"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i07.6873"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2022.3172316"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/FG52635.2021.9666952"},{"volume-title":"Information technology\u2013biometric presentation attack detection\u2013part 3: testing and reporting","year":"2017","author":"Standard","key":"ref44"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00643"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.02353"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.316"},{"volume-title":"General data protection regulation","key":"ref48"},{"key":"ref49","article-title":"Split learning for health: Distributed deep learning without sharing raw patient data","author":"Vepakomma","year":"2018","journal-title":"arXiv preprint arXiv:1812.00564"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01964"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/ICB45273.2019.8987254"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00671"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2020.3002390"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i4.16379"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/wacv51458.2022.00130"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/TBIOM.2022.3184500"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2022.3158062"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00409"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2015.2400395"},{"volume-title":"Pytorch image models","year":"2019","author":"Wightman","key":"ref60"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58571-6_33"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3215850"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2020.3036338"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00534"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i3.25443"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58529-7_38"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/TBIOM.2020.2973001"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00101"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20065-6_24"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58610-2_5"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/ICB.2012.6199754"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr52729.2023.01959"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20065-6_20"}],"event":{"name":"2023 IEEE International Joint Conference on Biometrics (IJCB)","start":{"date-parts":[[2023,9,25]]},"location":"Ljubljana, Slovenia","end":{"date-parts":[[2023,9,28]]}},"container-title":["2023 IEEE International Joint Conference on Biometrics (IJCB)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10447019\/10448524\/10448785.pdf?arnumber=10448785","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,8]],"date-time":"2024-03-08T01:21:36Z","timestamp":1709860896000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10448785\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,9,25]]},"references-count":73,"URL":"https:\/\/doi.org\/10.1109\/ijcb57857.2023.10448785","relation":{},"subject":[],"published":{"date-parts":[[2023,9,25]]}}}