{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T16:22:28Z","timestamp":1778170948409,"version":"3.51.4"},"reference-count":77,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2020AAA0108302"],"award-info":[{"award-number":["2020AAA0108302"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2020AAA0108303"],"award-info":[{"award-number":["2020AAA0108303"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2017YFA0700802"],"award-info":[{"award-number":["2017YFA0700802"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Shenzhen Science and Technology Project","award":["JCYJ20200109143041798"],"award-info":[{"award-number":["JCYJ20200109143041798"]}]},{"name":"Shenzhen Stability Support Plan Project","award":["WDZC20200820200655001"],"award-info":[{"award-number":["WDZC20200820200655001"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62125603"],"award-info":[{"award-number":["62125603"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["U1813218"],"award-info":[{"award-number":["U1813218"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Grant from the Beijing Academy of Artificial Intelligence"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. on Image Process."],"published-print":{"date-parts":[[2023]]},"DOI":"10.1109\/tip.2023.3289321","type":"journal-article","created":{"date-parts":[[2023,7,5]],"date-time":"2023-07-05T17:19:38Z","timestamp":1688577578000},"page":"3759-3773","source":"Crossref","is-referenced-by-count":20,"title":["Discrepancy-Aware Meta-Learning for Zero-Shot Face Manipulation Detection"],"prefix":"10.1109","volume":"32","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9550-6554","authenticated-orcid":false,"given":"Bingyao","family":"Yu","sequence":"first","affiliation":[{"name":"Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0403-1923","authenticated-orcid":false,"given":"Xiu","family":"Li","sequence":"additional","affiliation":[{"name":"Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2730-0543","authenticated-orcid":false,"given":"Wanhua","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Automation, State Key Laboratory of Intelligent Technologies and Systems, Beijing Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7701-234X","authenticated-orcid":false,"given":"Jie","family":"Zhou","sequence":"additional","affiliation":[{"name":"Department of Automation, State Key Laboratory of Intelligent Technologies and Systems, Beijing Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6121-5529","authenticated-orcid":false,"given":"Jiwen","family":"Lu","sequence":"additional","affiliation":[{"name":"Department of Automation, State Key Laboratory of Intelligent Technologies and Systems, Beijing Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing, China"}]}],"member":"263","reference":[{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00916"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/ICEIEC49280.2020.9152261"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00890"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01816"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2020.3009287"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00361"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.195"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00582"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i07.6866"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58610-2_6"},{"key":"ref11","first-page":"748","article-title":"Learning to learn without gradient descent by gradient descent","author":"chen","year":"2017","journal-title":"Proc ICML"},{"key":"ref55","volume":"39","author":"sch\u00fctze","year":"2008","journal-title":"Introduction to Information Retrieval"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00603"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00009"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2014.7025049"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/IJCB48548.2020.9304909"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.01483"},{"key":"ref51","article-title":"On first-order meta-learning algorithms","author":"nichol","year":"2018","journal-title":"arXiv 1803 02999"},{"key":"ref50","first-page":"2554","article-title":"Meta networks","author":"munkhdalai","year":"2017","journal-title":"Proc ICML"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58571-6_39"},{"key":"ref45","first-page":"2579","article-title":"Visualizing data using t-SNE","volume":"9","author":"van der maaten","year":"2008","journal-title":"J Mach Learn Res"},{"key":"ref48","first-page":"2823","article-title":"Emotions don&#x2019;t lie: A deepfake detection method using audio-visual affective cues","author":"mittal","year":"2020","journal-title":"Proc ACM MM"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3425780"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00083"},{"key":"ref41","article-title":"UnGANable: Defending against GAN-based face manipulation","author":"li","year":"2022","journal-title":"arXiv 2210 00957"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.425"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00481"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1145\/3206004.3206009"},{"key":"ref8","article-title":"Generalized zero and few-shot transfer for facial forgery detection","author":"aneja","year":"2020","journal-title":"arxiv 2006 11863"},{"key":"ref7","first-page":"3981","article-title":"Learning to learn by gradient descent by gradient descent","author":"andrychowicz","year":"2016","journal-title":"Proc NeurIPS"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58574-7_7"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/WIFS.2018.8630761"},{"key":"ref3","year":"2022","journal-title":"Faceswap"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW50498.2020.00338"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/BTAS.2017.8272754"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00327"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2900577"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.23919\/EUSIPCO.2018.8553270"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00639"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3069339"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.23919\/BIOSIG.2018.8553251"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.01477"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00453"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00222"},{"key":"ref33","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2014","journal-title":"arXiv 1412 6980"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.01415"},{"key":"ref32","first-page":"10132","article-title":"Unsupervised meta-learning for few-shot image classification","author":"khodadadeh","year":"2019","journal-title":"Proc NeurIPS"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.01453"},{"key":"ref2","year":"2022","journal-title":"FaceApp"},{"key":"ref1","year":"2022","journal-title":"Deepfakes github"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/WIFS.2018.8630787"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00505"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3122102"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00765"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/SIPROCESS.2017.8124497"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2022.3182509"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/AVSS.2018.8639163"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00482"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i8.16913"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3075086"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00500"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00620"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2019.8683164"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3099409"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3139913"},{"key":"ref63","first-page":"3630","article-title":"Matching networks for one shot learning","author":"vinyals","year":"2016","journal-title":"Proc NeurIPS"},{"key":"ref22","first-page":"1126","article-title":"Model-agnostic meta-learning for fast adaptation of deep networks","author":"finn","year":"2017","journal-title":"Proc ICML"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00872"},{"key":"ref21","article-title":"Unmasking DeepFakes with simple features","author":"durall","year":"2019","journal-title":"arXiv 1911 00686"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01468"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW50498.2020.00329"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref29","first-page":"1","article-title":"Progressive growing of GANs for improved quality, stability, and variation","author":"karras","year":"2018","journal-title":"Proc ICLR"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00131"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1145\/2929464.2929475"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1145\/3306346.3323035"}],"container-title":["IEEE Transactions on Image Processing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/83\/9991910\/10173741.pdf?arnumber=10173741","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,1]],"date-time":"2023-08-01T18:31:45Z","timestamp":1690914705000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10173741\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023]]},"references-count":77,"URL":"https:\/\/doi.org\/10.1109\/tip.2023.3289321","relation":{},"ISSN":["1057-7149","1941-0042"],"issn-type":[{"value":"1057-7149","type":"print"},{"value":"1941-0042","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023]]}}}