{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,17]],"date-time":"2026-07-17T15:13:58Z","timestamp":1784301238590,"version":"3.55.0"},"reference-count":67,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"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":["IEEE Trans. Multimedia"],"published-print":{"date-parts":[[2024]]},"DOI":"10.1109\/tmm.2024.3355651","type":"journal-article","created":{"date-parts":[[2024,1,19]],"date-time":"2024-01-19T18:48:16Z","timestamp":1705690096000},"page":"6785-6798","source":"Crossref","is-referenced-by-count":38,"title":["Improving Deepfake Detection Generalization by Invariant Risk Minimization"],"prefix":"10.1109","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2129-9182","authenticated-orcid":false,"given":"Zixin","family":"Yin","sequence":"first","affiliation":[{"name":"State Key Lab of Software Development Environment, Beihang University, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5884-3412","authenticated-orcid":false,"given":"Jiakai","family":"Wang","sequence":"additional","affiliation":[{"name":"Zhongguancun Laboratory, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8227-0052","authenticated-orcid":false,"given":"Yisong","family":"Xiao","sequence":"additional","affiliation":[{"name":"State Key Lab of Software Development Environment, Beihang University, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-0171-9543","authenticated-orcid":false,"given":"Hanqing","family":"Zhao","sequence":"additional","affiliation":[{"name":"School of Cyberspace Security, University of Science and Technology of China, Hefei, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2207-1622","authenticated-orcid":false,"given":"Tianlin","family":"Li","sequence":"additional","affiliation":[{"name":"Nanyang Technological University, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4703-4641","authenticated-orcid":false,"given":"Wenbo","family":"Zhou","sequence":"additional","affiliation":[{"name":"School of Cyberspace Security, University of Science and Technology of China, Hefei, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4224-1318","authenticated-orcid":false,"given":"Aishan","family":"Liu","sequence":"additional","affiliation":[{"name":"State Key Lab of Software Development Environment, Beihang University, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8425-4195","authenticated-orcid":false,"given":"Xianglong","family":"Liu","sequence":"additional","affiliation":[{"name":"State Key Lab of Software Development Environment, Beihang University, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2019.2919431"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2016.2598092"},{"key":"ref3","article-title":"Deepfakes: What are they and why would i make one?","author":"Bitesize","year":"2019"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2021.3098422"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2020.3006414"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2019.2959443"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2021.3050672"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-06365-7_22"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/SIPROCESS.2017.8124497"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/WACVW.2019.00020"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2019.8683164"},{"key":"ref12","article-title":"Protecting world leaders against deep fakes","volume-title":"Proc. IEEE Conf. Comput. Vis. Pattern Recognit. Workshops","volume":"1","author":"Agarwal","year":"2019"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/wifs.2018.8630787"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2021.3057457"},{"key":"ref15","first-page":"46","article-title":"Exposing deepfake videos by detecting face warping artifacts","volume-title":"Proc. IEEE Conf. Comput. Vis. Pattern Recognit. Workshops","author":"Li","year":"2019"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00505"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/AVSS.2018.8639163"},{"issue":"1","key":"ref18","first-page":"80","article-title":"Recurrent convolutional strategies for face manipulation detection in videos","volume":"3","author":"Sabir","year":"2019","journal-title":"Interfaces (GUI)"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00083"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00639"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2022.04.014"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2021.3116679"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3475724.3483603"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01605"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2022.3146781"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW56347.2022.00019"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW53098.2021.00111"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/3442381.3449809"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/MMSP53017.2021.9733468"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TBIOM.2022.3143404"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01815"},{"key":"ref32","article-title":"Invariant risk minimization","author":"Arjovsky","year":"2019"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.97"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00090"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-023-01884-w"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00009"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00327"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00296"},{"key":"ref39","article-title":"The deepfake detection challenge (DFDC) dataset","author":"Dolhansky","year":"2019"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00389"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2020.06.014"},{"key":"ref42","article-title":"Progressive growing of GANs for improved quality, stability, and variation","author":"Karras","year":"2018","journal-title":"Proc. 6th Int. Conf. Learn. Representations"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00453"},{"key":"ref44","article-title":"Faceswap github","year":"2016"},{"key":"ref45","article-title":"Deepfakes github","year":"2017"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.244"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00916"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.262"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1145\/3306346.3323035"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2021.3133859"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2021.3074259"},{"key":"ref52","first-page":"145","article-title":"Invariant risk minimization games","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Ahuja","year":"2020"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-023-01884-w"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2021\/79"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-019-0197-0"},{"key":"ref56","article-title":"Improved regularization of convolutional neural networks with cutout","author":"DeVries","year":"2017"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2019.2909549"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2022.104611"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01468"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2016.2603342"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1097\/00003643-201406001-00333"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.5555\/3045118.3045167"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2018.03.005"},{"key":"ref64","first-page":"11539","article-title":"Improving robustness against common corruptions by covariate shift adaptation","volume-title":"Proc. Int. Conf. Adv. Neural Inf. Process. Syst.","volume":"33","author":"Schneider","year":"2020"},{"key":"ref65","article-title":"Contributing data to deepfake detection research","year":"2019"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr.2017.195"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2019.8682602"}],"container-title":["IEEE Transactions on Multimedia"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6046\/10384483\/10409578.pdf?arnumber=10409578","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,9]],"date-time":"2024-09-09T17:54:36Z","timestamp":1725904476000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10409578\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":67,"URL":"https:\/\/doi.org\/10.1109\/tmm.2024.3355651","relation":{},"ISSN":["1520-9210","1941-0077"],"issn-type":[{"value":"1520-9210","type":"print"},{"value":"1941-0077","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]}}}