| TransFace: Calibrating Transformer Training for Face Recognition from a Data-Centric Perspective | ✓ Link | 98.72 | TransFace-L (WebFace42M) | 2023-08-20 |
| Killing Two Birds with One Stone:Efficient and Robust Training of Face Recognition CNNs by Partial FC | ✓ Link | 98.70 | WF42M, R200, PFC-0.3 | 2022-03-28 |
| Partial FC: Training 10 Million Identities on a Single Machine | ✓ Link | 98.57 | Partial FC ResNet100 + CosFace (Glint360K, r=0.1) | 2020-10-11 |
| Noise-Robust Face Recognition via Non-target Similarity Distribution Guided Sample Selection | | 98.45 | Arc+DDLN (R100) | 2026-09-08 |
| ArcFace: Additive Angular Margin Loss for Deep Face Recognition | ✓ Link | 98.38 | IBUG-500K, R100, ArcFace | 2018-01-23 |
| Unified Negative Pair Generation toward Well-discriminative Feature Space for Face Recognition | ✓ Link | 98.38 | MagFace+UNPG | 2022-03-22 |
| Vision Transformers for Face Recognition Need More Registers | ✓ Link | 98.35 | ViT-8R | 2026-06-10 |
| Learning to Attract and Repel: Dual Quality Margin Learning for Face Recognition (DQM-Face) | ✓ Link | 98.35 | DQM-Face α=0.5 | 2026-09-08 |
| CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition | ✓ Link | 98.32 | CurricularFace (MS1MV2, ResNet100) | 2020-04-01 |
| FunFace: Feature Utility and Norm Estimation for Face Recognition | ✓ Link | 98.27 | FunFace (MS1MV3) | 2026-04-29 |
| MagFace: A Universal Representation for Face Recognition and Quality Assessment | ✓ Link | 98.17 | MagFace | 2021-03-11 |
| AdaFace: Quality Adaptive Margin for Face Recognition | ✓ Link | 98.17 | AdaFace R100 (MS1MV3) | 2022-04-03 |
| SwinFace: A Multi-task Transformer for Face Recognition, Expression Recognition, Age Estimation and Attribute Estimation | ✓ Link | 98.15 | SwinFace | 2023-08-22 |
| Pose-invariant face recognition via feature-space pose frontalization | ✓ Link | 98.13 | FSPFM (ResNet50, fine-tuning + ADA) | 2025-05-22 |
| FunFace: Feature Utility and Norm Estimation for Face Recognition | ✓ Link | 98.13 | FunFace (MS1MV2) | 2026-04-29 |
| KeyPoint Relative Position Encoding for Face Recognition | ✓ Link | 98.07 | AdaFace ViT Base KP-RPE (WebFace12M) | 2024-03-21 |
| FunFace: Feature Utility and Norm Estimation for Face Recognition | ✓ Link | 97.90 | FunFace (WebFace4M) | 2026-04-29 |
| FaceLiVT: Face Recognition using Linear Vision Transformer with Structural Reparameterization For Mobile Device | | 97.6 | FaceLiVT-M-(LA, 40 epochs) | 2025-06-12 |
| EdgeFace: Efficient Face Recognition Model for Edge Devices | ✓ Link | 96.98 | EdgeFace-S (gamma=0.5) | 2023-07-04 |
| FaceX-Zoo: A PyTorch Toolbox for Face Recognition | | 95.97 | MobileFaceNet + MV-Softmax | 2021-01-12 |
| SFace: Sigmoid-Constrained Hypersphere Loss for Robust Face Recognition | ✓ Link | 95.10 | SFace (CASIA-WebFace, ResNet50) | 2022-05-24 |
| Deep Polynomial Neural Networks | ✓ Link | 0.98467 | Prodpoly | 2020-06-20 |
| ElasticFace: Elastic Margin Loss for Deep Face Recognition | ✓ Link | 0.9835 | ElasticFace-Cos | 2021-09-20 |
| Transformer-Based Auxiliary Loss for Face Recognition Across Age Variations | | 0.9831 | Transformer loss+ArcFace ResNet100 | 2024-12-03 |
| Dynamic Class Queue for Large Scale Face Recognition In the Wild | ✓ Link | 0.9823 | DCQ | 2021-05-24 |