{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T06:21:32Z","timestamp":1778048492641,"version":"3.51.4"},"reference-count":53,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T00:00:00Z","timestamp":1772755200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T00:00:00Z","timestamp":1772755200000},"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":[[2026,3,6]]},"DOI":"10.1109\/wacv61042.2026.00403","type":"proceedings-article","created":{"date-parts":[[2026,5,5]],"date-time":"2026-05-05T19:59:32Z","timestamp":1778011172000},"page":"4139-4149","source":"Crossref","is-referenced-by-count":0,"title":["TalkingHeadBench: A Multi-Modal Benchmark & Analysis of Talking-Head DeepFake Detection"],"prefix":"10.1109","author":[{"given":"Xinqi","family":"Xiong","sequence":"first","affiliation":[{"name":"University of North Carolina at Chapel Hill"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Prakrut","family":"Patel","sequence":"additional","affiliation":[{"name":"University of North Carolina at Chapel Hill"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qingyuan","family":"Fan","sequence":"additional","affiliation":[{"name":"University of North Carolina at Chapel Hill"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Amisha","family":"Wadhwa","sequence":"additional","affiliation":[{"name":"University of North Carolina at Chapel Hill"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sarathy","family":"Selvam","sequence":"additional","affiliation":[{"name":"University of North Carolina at Chapel Hill"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiao","family":"Guo","sequence":"additional","affiliation":[{"name":"Michigan State University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Luchao","family":"Qi","sequence":"additional","affiliation":[{"name":"University of North Carolina at Chapel Hill"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoming","family":"Liu","sequence":"additional","affiliation":[{"name":"Michigan State University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Roni","family":"Sengupta","sequence":"additional","affiliation":[{"name":"University of North Carolina at Chapel Hill"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-020-09835-4"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/DICTA56598.2022.10034605"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2023.103818"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3680795"},{"key":"ref5","article-title":"Deepfake-eval-2024: A multi-modal in-the-wild benchmark of deepfakes circulated in 2024","author":"Chandra","year":"2025"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3394171.3413630"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00114"},{"key":"ref8","article-title":"Hallo2: Long-duration and high-resolution audio-driven portrait image animation","author":"Cui","year":"2024"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr52734.2025.01964"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.3390\/app15126622"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00389"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00812"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-023-10679-x"},{"key":"ref14","article-title":"Liveportrait: Efficient portrait animation with stitching and retargeting control","author":"Guo","year":"2024"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00308"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-024-02255-9"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.02108"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-78341-8_12"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00453"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-024-10810-6"},{"key":"ref21","article-title":"Fakeavceleb: A novel audio-video multimodal deepfake dataset","author":"Khalid","year":"2021"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2023.109628"},{"key":"ref23","article-title":"Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges, 2025","author":"Liu"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.52202\/079017-2892"},{"key":"ref25","article-title":"Finance worker pays out $25 million after video call with deepfake \u2018chief financial officer\u2019","author":"Magramo","year":"2024"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICB2018.2018.00033"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.01647"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00728"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/3731172"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/WACV61041.2025.00103"},{"key":"ref31","article-title":"Skyreels-a1: Expressive portrait animation in video diffusion transformers","author":"Qiu","year":"2025"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00737"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/WACV56688.2023.00345"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00009"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.techfore.2024.123471"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/IC457434.2024.10486659"},{"key":"ref37","article-title":"Magi-1: Autoregressive video generation at scale","year":"2025"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-019-01228-7"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-024-02274-6"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2024.111299"},{"key":"ref41","first-page":"18720","article-title":"Detecting deep-fakes with self-blended images","volume-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","author":"Shiohara"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1007\/s41870-024-01943-6"},{"key":"ref43","article-title":"On learning multi-modal forgery representation for diffusion generated video detection","author":"Song","year":"2025"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00402"},{"key":"ref45","article-title":"Aniportrait: Audio-driven synthesis of photorealistic portrait animation","author":"Wei","year":"2024"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.26599\/CVM.2025.9450495"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3641519.3657459"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1055\/s-0033-1343591"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.02071"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-024-02054-2"},{"key":"ref51","article-title":"Df40: Toward next-generation deepfake detection","author":"Yan","year":"2024"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-73010-8_24"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20071-7_38"}],"event":{"name":"2026 IEEE\/CVF Winter Conference on Applications of Computer Vision (WACV)","location":"Tucson, AZ, USA","start":{"date-parts":[[2026,3,6]]},"end":{"date-parts":[[2026,3,10]]}},"container-title":["2026 IEEE\/CVF Winter Conference on Applications of Computer Vision (WACV)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11491838\/11491925\/11492029.pdf?arnumber=11492029","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T06:06:56Z","timestamp":1778047616000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11492029\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3,6]]},"references-count":53,"URL":"https:\/\/doi.org\/10.1109\/wacv61042.2026.00403","relation":{},"subject":[],"published":{"date-parts":[[2026,3,6]]}}}