| Unified Negative Pair Generation toward Well-discriminative Feature Space for Face Recognition | ✓ Link | 99.27% | Cos+UNPG | 2022-03-22 |
| Partial FC: Training 10 Million Identities on a Single Machine | ✓ Link | 99.10% | PartialFC + Glint360K + R100 | 2020-10-11 |
| Unified Negative Pair Generation toward Well-discriminative Feature Space for Face Recognition | ✓ Link | 98.82% | Arc+UNPG | 2022-03-22 |
| ElasticFace: Elastic Margin Loss for Deep Face Recognition | ✓ Link | 98.81% | ElasticFace-Arc (MegaFace R) | 2021-09-20 |
| Deep Polynomial Neural Networks | ✓ Link | 98.78% | Prodpoly | 2020-06-20 |
| CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition | ✓ Link | 98.71% | CurricularFace (MS1MV2, ResNet100, refined) | 2020-04-01 |
| LAFS: Landmark-based Facial Self-supervised Learning for Face Recognition | ✓ Link | 98.66% | Part fViT, ours (LAFS) | 2024-03-13 |
| GhostFaceNets: Lightweight Face Recognition Model From Cheap Operations | ✓ Link | 98.64% | GhostFaceNetV2-1 | 2023-04-10 |
| SFace: Sigmoid-Constrained Hypersphere Loss for Robust Face Recognition | ✓ Link | 98.50% | SFace (MS1MV2, ResNet100, refined) | 2022-05-24 |
| ArcFace: Additive Angular Margin Loss for Deep Face Recognition | ✓ Link | 98.35% | ArcFace + MS1MV2 + R100 + R | 2018-01-23 |
| Unified Negative Pair Generation toward Well-discriminative Feature Space for Face Recognition | ✓ Link | 98.03% | Mag+UNPG | 2022-03-22 |
| Support Vector Guided Softmax Loss for Face Recognition | ✓ Link | 97.2% | SV-AM-Softmax | 2018-12-29 |
| FaceX-Zoo: A PyTorch Toolbox for Face Recognition | | 90.39% | MobileFaceNet + MV-Softmax | 2021-01-12 |
| CosFace: Large Margin Cosine Loss for Deep Face Recognition | ✓ Link | 82.72% | CosFace | 2018-01-29 |
| SphereFace: Deep Hypersphere Embedding for Face Recognition | ✓ Link | 75.766% | SphereFace (3-patch ensemble) | 2017-04-26 |
| A Light CNN for Deep Face Representation with Noisy Labels | ✓ Link | 73.749% | Light CNN-29 | 2015-11-09 |
| SphereFace: Deep Hypersphere Embedding for Face Recognition | ✓ Link | 72.729% | SphereFace (single model) | 2017-04-26 |
| FaceNet: A Unified Embedding for Face Recognition and Clustering | ✓ Link | 70.49% | FaceNet | 2015-03-12 |