| Killing Two Birds with One Stone:Efficient and Robust Training of Face Recognition CNNs by Partial FC | ✓ Link | 99.51 | WF42M, R200, PFC-0.3 | 2022-03-28 |
| TransFace: Calibrating Transformer Training for Face Recognition from a Data-Centric Perspective | ✓ Link | 99.50 | TransFace-L (WebFace42M) | 2023-08-20 |
| Partial FC: Training 10 Million Identities on a Single Machine | ✓ Link | 99.33 | Partial FC ResNet100 + CosFace (Glint360K, r=1.0) | 2020-10-11 |
| KeyPoint Relative Position Encoding for Face Recognition | ✓ Link | 99.30 | AdaFace ViT Base KP-RPE (WebFace12M) | 2024-03-21 |
| AdaFace: Quality Adaptive Margin for Face Recognition | ✓ Link | 99.17 | AdaFace R100 (WebFace4M) | 2022-04-03 |
| Vision Transformers for Face Recognition Need More Registers | ✓ Link | 99.17 | ViT-8R | 2026-06-10 |
| FunFace: Feature Utility and Norm Estimation for Face Recognition | ✓ Link | 99.16 | FunFace (MS1MV3) | 2026-04-29 |
| FunFace: Feature Utility and Norm Estimation for Face Recognition | ✓ Link | 99.14 | FunFace (WebFace4M) | 2026-04-29 |
| Noise-Robust Face Recognition via Non-target Similarity Distribution Guided Sample Selection | | 99.03 | Arc+DDLN (R100) | 2026-09-08 |
| ArcFace: Additive Angular Margin Loss for Deep Face Recognition | ✓ Link | 98.87 | IBUG-500K, R100, ArcFace | 2018-01-23 |
| Learning to Attract and Repel: Dual Quality Margin Learning for Face Recognition (DQM-Face) | ✓ Link | 98.83 | DQM-Face α=0.5 | 2026-09-08 |
| Pose-invariant face recognition via feature-space pose frontalization | ✓ Link | 98.67 | FSPFM (ResNet50, fine-tuning + ADA) | 2025-05-22 |
| FunFace: Feature Utility and Norm Estimation for Face Recognition | ✓ Link | 98.67 | FunFace (MS1MV2) | 2026-04-29 |
| Unified Negative Pair Generation toward Well-discriminative Feature Space for Face Recognition | ✓ Link | 98.60 | ArcFace+UNPG | 2022-03-22 |
| SwinFace: A Multi-task Transformer for Face Recognition, Expression Recognition, Age Estimation and Attribute Estimation | ✓ Link | 98.60 | SwinFace | 2023-08-22 |
| MagFace: A Universal Representation for Face Recognition and Quality Assessment | ✓ Link | 98.46 | MagFace | 2021-03-11 |
| CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition | ✓ Link | 98.37 | CurricularFace (MS1MV2, ResNet100) | 2020-04-01 |
| FaceLiVT: Face Recognition using Linear Vision Transformer with Structural Reparameterization For Mobile Device | | 97.2 | FaceLiVT-M-(LA, 40 epochs) | 2025-06-12 |
| SFace: Sigmoid-Constrained Hypersphere Loss for Robust Face Recognition | ✓ Link | 95.81 | SFace (CASIA-WebFace, ResNet50) | 2022-05-24 |
| GhostFaceNets: Lightweight Face Recognition Model From Cheap Operations | ✓ Link | 0.9933 | GhostFaceNetV2-1 | 2023-04-10 |
| SymFace: Additional Facial Symmetry Loss for Deep Face Recognition | | 0.992 | SymFace + AdaFace + ResNet100 +WebFace | 2024-09-18 |
| ElasticFace: Elastic Margin Loss for Deep Face Recognition | ✓ Link | 0.9867 | ElasticFace-Arc | 2021-09-20 |
| DiscFace: Minimum Discrepancy Learning for Deep Face Recognition | | 0.9854 | DiscFace | 2020-11-30 |
| Circle Loss: A Unified Perspective of Pair Similarity Optimization | ✓ Link | 0.9602 | CircleLoss(ours) | 2020-02-25 |
| EdgeFace: Efficient Face Recognition Model for Edge Devices | ✓ Link | 0.9581 | EdgeFace - S (g=0.5) | 2023-07-04 |
| Dynamic Class Queue for Large Scale Face Recognition In the Wild | ✓ Link | 0.9287 | DCQ | 2021-05-24 |
| QMagFace: Simple and Accurate Quality-Aware Face Recognition | ✓ Link | 0.8395 | QMagFace | 2021-11-26 |