Methods › Computer Vision › Face Recognition Models › MagFace
MagFace
Introduced by Qiang Meng et al. in MagFace: A Universal Representation for Face Recognition and Quality Assessment
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
MagFace is a category of losses for face recognition that learn a universal feature embedding whose magnitude can measure the quality of a given face. Under the new loss, it can be proven that the magnitude of the feature embedding monotonically increases if the subject is more likely to be recognized. In addition, MagFace introduces an adaptive mechanism to learn a well-structured within-class feature distributions by pulling easy samples to class centers while pushing hard samples away. For face recognition, MagFace helps prevent model overfitting on noisy and low-quality samples by an adaptive mechanism to learn well-structured within-class feature distributions -- by pulling easy samples to class centers while pushing hard samples away.
Papers archive 2025-07-28
7 shown of 7, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Towards minimizing efforts for Morphing Attacks -- Deep embeddings for morphing pair selection and improved Morphing Attack Detection 29 May 2023 · 0 repositories · arXiv:2305.18216
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Optimization-Based Improvement of Face Image Quality Assessment Techniques 24 May 2023 · 1 repository · arXiv:2305.14856
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Enhancing Face Recognition with Latent Space Data Augmentation and Facial Posture Reconstruction 27 Jan 2023 · 0 repositories · arXiv:2301.11986
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Face Morphing Attacks and Face Image Quality: The Effect of Morphing and the Unsupervised Attack Detection by Quality 11 Aug 2022 · 0 repositories · arXiv:2208.05864
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Face Recognition In Children: A Longitudinal Study 4 Apr 2022 · 1 repository · arXiv:2204.01760
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Fun Selfie Filters in Face Recognition: Impact Assessment and Removal 12 Feb 2022 · 0 repositories · arXiv:2202.06022
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MagFace: A Universal Representation for Face Recognition and Quality Assessment 11 Mar 2021 · 2 repositories · arXiv:2103.06627Syntology ran 1 of 2 samples · 1 unverified
Tasks archive 2025-07-28
11 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections