J
Jia Guo
Publications - 25
Citations - 7034
Jia Guo is an academic researcher. The author has contributed to research in topics: Facial recognition system & Computer science. The author has an hindex of 9, co-authored 16 publications receiving 3501 citations.
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Proceedings ArticleDOI
ArcFace: Additive Angular Margin Loss for Deep Face Recognition
TL;DR: This paper presents arguably the most extensive experimental evaluation against all recent state-of-the-art face recognition methods on ten face recognition benchmarks, and shows that ArcFace consistently outperforms the state of the art and can be easily implemented with negligible computational overhead.
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ArcFace: Additive Angular Margin Loss for Deep Face Recognition
TL;DR: This article proposed an additive angular margin loss (ArcFace) to obtain highly discriminative features for face recognition, which has a clear geometric interpretation due to the exact correspondence to the geodesic distance on the hypersphere.
Proceedings ArticleDOI
RetinaFace: Single-Shot Multi-Level Face Localisation in the Wild
TL;DR: A novel single-shot, multi-level face localisation method, named RetinaFace, which unifies face box prediction, 2D facial landmark localisation and 3D vertices regression under one common target: point regression on the image plane.
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RetinaFace: Single-stage Dense Face Localisation in the Wild
TL;DR: A robust single-stage face detector, named RetinaFace, which performs pixel-wise face localisation on various scales of faces by taking advantages of joint extra-supervised and self-super supervised multi-task learning.
Proceedings Article
Sub-center ArcFace: Boosting Face Recognition by Large-Scale Noisy Web Faces.
TL;DR: This paper relaxes the intra-class constraint of ArcFace to improve the robustness to label noise and designs K sub-centers for each class and the training sample only needs to be close to any of the K positive subcenters instead of the only one positive center.