| Partial FC: Training 10 Million Identities on a Single Machine | ✓ Link | 96.21 | Partial FC ResNet100 + CosFace (Glint360K, r=1.0) | 2020-10-11 |
| Unified Negative Pair Generation toward Well-discriminative Feature Space for Face Recognition | ✓ Link | 96.21 | MagFace+UNPG | 2022-03-22 |
| CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition | ✓ Link | 96.20 | CurricularFace (MS1MV2, ResNet100) | 2020-04-01 |
| Vision Transformers for Face Recognition Need More Registers | ✓ Link | 96.18 | ViT-8R | 2026-06-10 |
| MagFace: A Universal Representation for Face Recognition and Quality Assessment | ✓ Link | 96.15 | MagFace | 2021-03-11 |
| Noise-Robust Face Recognition via Non-target Similarity Distribution Guided Sample Selection | | 96.15 | Arc+DDLN (R50) | 2026-09-08 |
| ArcFace: Additive Angular Margin Loss for Deep Face Recognition | ✓ Link | 96.10 | IBUG-500K, R100, ArcFace | 2018-01-23 |
| SwinFace: A Multi-task Transformer for Face Recognition, Expression Recognition, Age Estimation and Attribute Estimation | ✓ Link | 96.10 | SwinFace | 2023-08-22 |
| AdaFace: Quality Adaptive Margin for Face Recognition | ✓ Link | 96.08 | AdaFace R100 (MS1MV2) | 2022-04-03 |
| SFace: Sigmoid-Constrained Hypersphere Loss for Robust Face Recognition | ✓ Link | 96.07 | SFace (MS1MV2, ResNet100) | 2022-05-24 |
| Pose-invariant face recognition via feature-space pose frontalization | ✓ Link | 96.05 | FSPFM (ResNet50, fine-tuning + ADA) | 2025-05-22 |
| KeyPoint Relative Position Encoding for Face Recognition | ✓ Link | 96.00 | AdaFace ViT Base KP-RPE (WebFace4M) | 2024-03-21 |
| EdgeFace: Efficient Face Recognition Model for Edge Devices | ✓ Link | 95.71 | EdgeFace-S (gamma=0.5) | 2023-07-04 |
| FaceX-Zoo: A PyTorch Toolbox for Face Recognition | | 93.82 | MobileFaceNet + MV-Softmax | 2021-01-12 |
| Deep Polynomial Neural Networks | ✓ Link | 0.96233 | Prodpoly | 2020-06-20 |
| ElasticFace: Elastic Margin Loss for Deep Face Recognition | ✓ Link | 0.9617 | ElasticFace-Arc | 2021-09-20 |
| GhostFaceNets: Lightweight Face Recognition Model From Cheap Operations | ✓ Link | 0.9612 | GhostFaceNetV2-1 | 2023-04-10 |