| SwinFace: A Multi-task Transformer for Face Recognition, Expression Recognition, Age Estimation and Attribute Estimation | ✓ Link | 99.87 | | | | | SwinFace | 2023-08-22 |
| Killing Two Birds with One Stone:Efficient and Robust Training of Face Recognition CNNs by Partial FC | ✓ Link | 99.85 | | | | | WF42M, R100, PFC-0.3 | 2022-03-28 |
| TransFace: Calibrating Transformer Training for Face Recognition from a Data-Centric Perspective | ✓ Link | 99.85 | | | | | TransFace-L (WebFace42M) | 2023-08-20 |
| ArcFace: Additive Angular Margin Loss for Deep Face Recognition | ✓ Link | 99.83 | | | | | IBUG-500K, R100, ArcFace | 2018-01-23 |
| Partial FC: Training 10 Million Identities on a Single Machine | ✓ Link | 99.83 | | | | | Partial FC ResNet100 + CosFace (Glint360K, r=1.0) | 2020-10-11 |
| MagFace: A Universal Representation for Face Recognition and Quality Assessment | ✓ Link | 99.83 | | | | | MagFace | 2021-03-11 |
| Unified Negative Pair Generation toward Well-discriminative Feature Space for Face Recognition | ✓ Link | 99.83 | | | | | ArcFace+UNPG | 2022-03-22 |
| KeyPoint Relative Position Encoding for Face Recognition | ✓ Link | 99.83 | | | | | AdaFace ViT Base KP-RPE (WebFace4M) | 2024-03-21 |
| Pose-invariant face recognition via feature-space pose frontalization | ✓ Link | 99.83 | | | | | FSPFM (ResNet50, fine-tuning + ADA) | 2025-05-22 |
| Vision Transformers for Face Recognition Need More Registers | ✓ Link | 99.83 | | | | | ViT-8R | 2026-06-10 |
| Learning to Attract and Repel: Dual Quality Margin Learning for Face Recognition (DQM-Face) | | 99.83 | | | | | DQM-Face α=0.5 | 2026-09-08 |
| ElasticFace: Elastic Margin Loss for Deep Face Recognition | ✓ Link | 99.82 | | | | | ElasticFace-Cos (MS1MV2) | 2021-09-20 |
| SFace: Sigmoid-Constrained Hypersphere Loss for Robust Face Recognition | ✓ Link | 99.82 | | | | | SFace (MS1MV2, ResNet100) | 2022-05-24 |
| Noise-Robust Face Recognition via Non-target Similarity Distribution Guided Sample Selection | | 99.82 | | | | | Arc+DDLN (R100) | 2026-09-08 |
| CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition | ✓ Link | 99.80 | | | | | CurricularFace (MS1MV2, ResNet100) | 2020-04-01 |
| FaceLiVT: Face Recognition using Linear Vision Transformer with Structural Reparameterization For Mobile Device | | 99.8 | | | | | FaceLiVT-M-(LA, 40 epochs) | 2025-06-12 |
| CosFace: Large Margin Cosine Loss for Deep Face Recognition | ✓ Link | 99.73 | | | | | CosFace | 2018-01-29 |
| FaceNet: A Unified Embedding for Face Recognition and Clustering | ✓ Link | 99.63 | | | | | FaceNet | 2015-03-12 |
| FaceX-Zoo: A PyTorch Toolbox for Face Recognition | | 99.57 | | | | | MobileFaceNet + MV-Softmax | 2021-01-12 |
| SphereFace: Deep Hypersphere Embedding for Face Recognition | ✓ Link | 99.42 | | | | | SphereFace | 2017-04-26 |
| GhostFaceNets: Lightweight Face Recognition Model From Cheap Operations | ✓ Link | 0.998667 | | | | | GhostFaceNetV2-1 (MS1MV3) | 2023-04-10 |
| SymFace: Additional Facial Symmetry Loss for Deep Face Recognition | | 0.9985 | | | | | SymFace + AdaFace + ResNet100 +WebFace (MS1MV2) | 2024-09-18 |
| Deep Polynomial Neural Networks | ✓ Link | 0.99833 | | | | | Prodpoly | 2020-06-20 |
| DiscFace: Minimum Discrepancy Learning for Deep Face Recognition | | 0.9983 | | | | | DiscFace | 2020-11-30 |
| AdaFace: Quality Adaptive Margin for Face Recognition | ✓ Link | 0.9983 | | | | | ArcFace + MS1MV2 + R100 | 2022-04-03 |
| Dynamic Class Queue for Large Scale Face Recognition In the Wild | ✓ Link | 0.998 | | | | | DCQ | 2021-05-24 |
| AdaFace: Quality Adaptive Margin for Face Recognition | ✓ Link | 0.9980 | | | | | AdaFace + WebFace4M + R100 | 2022-04-03 |
| EdgeFace: Efficient Face Recognition Model for Edge Devices | ✓ Link | 0.9978 | | | | | EdgeFace - S (g=0.5) | 2023-07-04 |
| Circle Loss: A Unified Perspective of Pair Similarity Optimization | ✓ Link | 0.9973 | | | | | CircleLoss | 2020-02-25 |
| Octuplet Loss: Make Face Recognition Robust to Image Resolution | ✓ Link | 0.9973 | | | | | FaceTransformer+OctupletLoss | 2022-07-14 |
| EdgeFace: Efficient Face Recognition Model for Edge Devices | ✓ Link | 0.9973 | | | | | EdgeFace - XS (g=0.6) | 2023-07-04 |
| QMagFace: Simple and Accurate Quality-Aware Face Recognition | ✓ Link | 0.9850 | | | | | QMagFace | 2021-11-26 |
| MagicEye: An Intelligent Wearable Towards Independent Living of Visually Impaired | ✓ Link | 0.945 | | 0.9421 | 0.9934 | 0.896 | OcularAI-Face | 2023-03-24 |
| PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition | ✓ Link | | 0.05 | | | | PIC - MagFace | 2022-11-22 |
| PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition | ✓ Link | | 0.05 | | | | PIC - QMagFace | 2022-11-22 |
| PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition | ✓ Link | | 4.38 | | | | PIC - ArcFace | 2022-11-22 |