Face Verification on IJB-C
98TAR @ FAR=0.01%PFC
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| PFCTraining Dataset=WebFace42M, Backbone=ViT-L, Sampling Ratio=0.32022.03 | 98 | — | — | — | — | — | — | — | — | — | |
| PFCTraining Dataset=WebFace42M, Backbone=ResNet-200, Sampling Ratio=0.32022.03 | 97.97 | — | — | — | — | — | — | — | — | — | |
| PFCTraining Dataset=WebFace42M, Backbone=ViT-B, Sampling Ratio=0.32022.03 | 97.9 | — | — | — | — | — | — | — | — | — | |
| TopoFRTraining Data=Glint360K, Backbone=R200, Venue=NeurIPS242024.10 | 97.84 | 96.71 | — | — | — | — | — | — | — | — | |
| PFCTraining Dataset=WebFace42M, Backbone=ResNet-100, Sampling Ratio=0.32022.03 | 97.82 | — | — | — | — | — | — | — | — | — | |
| WebFace42M2022.03 | 97.76 | — | — | — | — | — | — | — | — | — | |
| TransFace-LTraining Data=Glint360K, Backbone=ViT, Venue=ICCV232024.10 | 97.61 | 96.29 | — | — | — | — | — | — | — | — | |
| TopoFRTraining Data=Glint360K, Backbone=R100, Venue=NeurIPS242024.10 | 97.6 | 96.57 | — | — | — | — | — | — | — | — | |
| PFCTraining Dataset=WebFace12M, Backbone=ResNet-100, Sampling Ratio=0.32022.03 | 97.58 | — | — | — | — | — | — | — | — | — | |
| PFCTraining Dataset=WebFace42M, Backbone=ResNet-100, Sampling Ratio=0.0082022.03 | 97.51 | — | — | — | — | — | — | — | — | — | |
| TransFace-BTraining Data=Glint360K, Backbone=ViT, Venue=ICCV232024.10 | 97.45 | 96.18 | — | — | — | — | — | — | — | — | |
| PFCTraining Dataset=WebFace12M, Backbone=ResNet-100, Sampling Ratio=0.0132022.03 | 97.39 | — | — | — | — | — | — | — | — | — | |
| AdaFaceTraining Dataset=WebFace4M2026.04 | 97.39 | — | — | — | — | — | — | — | — | — | |
| ViT-8RBackbone=ViT-B + 8 Registers, Train data=MS1MV32026.06 | 97.37 | — | — | — | — | — | — | — | — | — | |
| AdaFaceTraining Data=Glint360K, Backbone=R200, Venue=CVPR222024.10 | 97.33 | 95.96 | — | — | — | — | — | — | — | — | |
| FunFaceTraining Dataset=WebFace4M2026.04 | 97.31 | 95.62 | — | — | 90.81 | — | — | — | — | — | |
| Part-based FRBackbone=Part fViT-B, Train data=MS1MV32026.06 | 97.29 | — | — | — | — | — | — | — | — | — | |
| TopoFRTraining Data=Glint360K, Backbone=R50, Venue=NeurIPS242024.10 | 97.27 | 95.99 | — | — | — | — | — | — | — | — | |
| PFCTraining Dataset=WebFace4M, Backbone=ResNet-100, Sampling Ratio=0.32022.03 | 97.22 | — | — | — | — | — | — | — | — | — | |
| ViTBackbone=ViT-B, Train data=MS1MV32026.06 | 97.21 | — | — | — | — | — | — | — | — | — | |
| ArcFaceTraining Data=Glint360K, Backbone=R200, Venue=CVPR192024.10 | 97.2 | 95.71 | — | — | — | — | — | — | — | — | |
| FunFaceTraining Dataset=MS1MV32026.04 | 97.2 | 95.54 | — | — | 90.03 | — | — | — | — | — | |
| AdaFaceTraining Data=Glint360K, Backbone=R100, Venue=CVPR222024.10 | 97.19 | 96.24 | — | — | — | — | — | — | — | — | |
| ViT-8RBackbone=ViT-B + 8 Registers, Train data=WebFace4M2026.06 | 97.18 | — | — | — | — | — | — | — | — | — | |
| ArcFaceTraining Dataset=WebFace4M2026.04 | 97.16 | — | — | — | — | — | — | — | — | — | |
| KP-RPEBackbone=ViT-B+KP-RPE, Train data=MS1MV32026.06 | 97.16 | — | — | — | — | — | — | — | — | — | |
| ArcFaceBackbone=ResNet101, Train data=WebFace4M2026.06 | 97.16 | — | — | — | — | — | — | — | — | — | |
| KP-RPEBackbone=ViT-B+KP-RPE, Train data=WebFace4M2026.06 | 97.13 | — | — | — | — | — | — | — | — | — | |
| TopoFR†Training Data=MS1MV2, Backbone=R200, Venue=NeurIPS242024.10 | 97.12 | 95.19 | — | — | — | — | — | — | — | — | |
| AdaFaceTraining Dataset=MS1MV32026.04 | 97.09 | — | — | — | — | — | — | — | — | — | |
| AdaFaceBackbone=ResNet101, Train data=MS1MV32026.06 | 97.09 | — | — | — | — | — | — | — | — | — | |
| TopoFRTraining Data=MS1MV2, Backbone=R200, Venue=NeurIPS242024.10 | 97.08 | 95.15 | — | — | — | — | — | — | — | — | |
| TopoFRTraining Data=MS1MV2, Backbone=R100, Venue=NeurIPS242024.10 | 96.96 | 95.28 | — | — | — | — | — | — | — | — | |
| KP-RPE-8R*Backbone=ViT-B+KP-RPE + 8 Registers, Train data=WebFace4M2026.06 | 96.96 | — | — | — | — | — | — | — | — | — | |
| ViTBackbone=ViT-B, Train data=WebFace4M2026.06 | 96.96 | — | — | — | — | — | — | — | — | — | |
| TopoFR†Training Data=MS1MV2, Backbone=R100, Venue=NeurIPS242024.10 | 96.95 | 95.23 | — | — | — | — | — | — | — | — | |
| AdaFaceTraining Data=MS1MV2, Backbone=R200, Venue=CVPR222024.10 | 96.93 | 94.88 | — | — | — | — | — | — | — | — | |
| AdaFaceTraining Data=Glint360K, Backbone=R50, Venue=CVPR222024.10 | 96.9 | 95.58 | — | — | — | — | — | — | — | — | |
| AdaFaceTraining Data=MS1MV2, Backbone=R100, Venue=CVPR222024.10 | 96.89 | — | — | — | — | — | — | — | — | — | |
| ArcFaceTraining Data=Glint360K, Backbone=R100, Venue=CVPR192024.10 | 96.89 | 95.38 | — | — | — | — | — | — | — | — | |
| AdaFace(m=0.4)Training Dataset=MS1MV22026.04 | 96.89 | — | — | — | — | — | — | — | — | — | |
| AdaFaceBackbone=ResNet101, Train data=MS1MV22026.06 | 96.89 | — | — | — | — | — | — | — | — | — | |
| ViT-8RBackbone=ViT-B + 8 Registers, Train data=MS1MV22026.06 | 96.88 | — | — | — | — | — | — | — | — | — | |
| KP-RPE*Backbone=ViT-B+KP-RPE, Train data=WebFace4M2026.06 | 96.85 | — | — | — | — | — | — | — | — | — | |
| FunFaceTraining Dataset=MS1MV22026.04 | 96.82 | 94.47 | — | — | 89.01 | — | — | — | — | — | |
| ArcFaceTraining Data=Glint360K, Backbone=R50, Venue=CVPR192024.10 | 96.81 | 95.29 | — | — | — | — | — | — | — | — | |
| ViT-FREE12Exit Depth=12, Fine-tuning Protocol=None, GFLOPs=11.502026.06 | 96.81 | — | — | — | — | — | — | — | — | — | |
| PFCTraining Dataset=WebFace4M, Backbone=ResNet-100, Sampling Ratio=0.042022.03 | 96.8 | — | — | — | — | — | — | — | — | — | |
| ViTBackbone=ViT-B, Train data=MS1MV22026.06 | 96.77 | — | — | — | — | — | — | — | — | — | |
| VPL2022.03 | 96.76 | — | — | — | — | — | — | — | — | — | |
| VPL-ArcFaceTraining Dataset=MS1MV32026.04 | 96.76 | — | — | — | — | — | — | — | — | — | |
| VPL-ArcFaceBackbone=ResNet101, Train data=MS1MV32026.06 | 96.76 | — | — | — | — | — | — | — | — | — | |
| ViT-FREE11Exit Depth=11, Fine-tuning Protocol=None, GFLOPs=10.552026.06 | 96.74 | — | — | — | — | — | — | — | — | — | |
| SwinFaceBackbone=Swin-T, Train data=MS1MV22026.06 | 96.73 | — | — | — | — | — | — | — | — | — | |
| TransFace++-BBackbone=ViT-B, Train data=MS1MV22026.06 | 96.67 | — | — | — | — | — | — | — | — | — | |
| ResNet-100 ElasticFace (Cos+)Category=Baseline, Params [M]=65.22023.07 | 96.65 | — | — | — | — | — | — | — | — | — | |
| ElasticFace-Cos+Training Data=MS1MV2, Backbone=R100, Venue=CVPR222024.10 | 96.65 | — | — | — | — | — | — | — | — | — | |
| ElasticFace-Cos+Training Dataset=MS1MV22026.04 | 96.65 | — | — | — | — | — | — | — | — | — | |
| ElasticFace-Cos+Backbone=ResNet101, Train data=MS1MV22026.06 | 96.65 | — | — | — | — | — | — | — | — | — | |
| URFace2022.03 | 96.6 | — | — | — | — | — | — | — | — | — | |
| URLTraining Data=MS1MV2, Backbone=R100, Venue=CVPR202024.10 | 96.6 | 95 | — | — | — | — | — | — | — | — | |
| URLBackbone=ResNet101, Train data=MS1MV22026.06 | 96.6 | — | — | — | — | — | — | — | — | — | |
| TransFace-LTraining Data=MS1MV2, Backbone=ViT, Venue=ICCV232024.10 | 96.59 | 94.55 | — | — | — | — | — | — | — | — | |
| Prodpoly-ResNet50Backbone=ResNet-502020.06 | 96.58 | 95.16 | 97.66 | — | 90.77 | — | — | — | — | — | |
| TransFace-BTraining Data=MS1MV2, Backbone=ViT, Venue=ICCV232024.10 | 96.55 | 94.15 | — | — | — | — | — | — | — | — | |
| TransFaceBackbone=TransFace-B, Train data=MS1MV22026.06 | 96.55 | — | — | — | — | — | — | — | — | — | |
| ArcFaceTraining Data=MS1MV2, Backbone=R200, Venue=CVPR192024.10 | 96.53 | 94.67 | — | — | — | — | — | — | — | — | |
| TopoFRTraining Data=MS1MV2, Backbone=R50, Venue=NeurIPS242024.10 | 96.49 | 94.71 | — | — | — | — | — | — | — | — | |
| TopoFR†Training Data=MS1MV2, Backbone=R50, Venue=NeurIPS242024.10 | 96.42 | 94.79 | — | — | — | — | — | — | — | — | |
| ElasticFace-Arc+Training Dataset=MS1MV22026.04 | 96.4 | — | — | — | — | — | — | — | — | — | |
| PartialFC(CosFace)Training Dataset=MS1MV22026.04 | 96.4 | — | — | — | — | — | — | — | — | — | |
| BroadFace2022.03 | 96.38 | — | — | — | — | — | — | — | — | — | |
| BroadFaceTraining Data=MS1MV2, Backbone=R100, Venue=ECCV202024.10 | 96.38 | 94.59 | — | — | — | — | — | — | — | — | |
| BroadFaceBackbone=ResNet101, Train data=MS1MV22026.06 | 96.38 | — | — | — | — | — | — | — | — | — | |
| CosFace2022.03 | 96.37 | — | — | — | — | — | — | — | — | — | |
| CosFace(m=0.35)Training Dataset=MS1MV22026.04 | 96.37 | — | — | — | — | — | — | — | — | — | |
| CosFaceBackbone=ResNet101, Train data=MS1MV22026.06 | 96.37 | — | — | — | — | — | — | — | — | — | |
| Face TransformerBackbone=ViT-P12S8, Train data=MS1MV22026.06 | 96.31 | — | — | — | — | — | — | — | — | — | |
| Sub-center2022.03 | 96.28 | — | — | — | — | — | — | — | — | — | |
| AdaFaceTraining Data=MS1MV2, Backbone=R50, Venue=CVPR222024.10 | 96.27 | — | — | — | — | — | — | — | — | — | |
| DAM-CurricularFaceTraining Data=MS1MV2, Backbone=R100, Venue=ICCV212024.10 | 96.2 | — | — | — | — | — | — | — | — | — | |
| PartialFC(ArcFace)Training Dataset=MS1MV22026.04 | 96.2 | — | — | — | — | — | — | — | — | — | |
| ResNet50Backbone=ResNet-502020.06 | 96.17 | 94.28 | 97.57 | — | 90.47 | — | — | — | — | — | |
| CurricularFace2022.03 | 96.1 | — | — | — | — | — | — | — | — | — | |
| CurricularFaceTraining Data=MS1MV2, Backbone=R100, Venue=CVPR202024.10 | 96.1 | — | — | — | — | — | — | — | — | — | |
| CurricularFaceTraining Dataset=MS1MV22026.04 | 96.1 | — | — | — | — | — | — | — | — | — | |
| CurricularFaceBackbone=ResNet101, Train data=MS1MV22026.06 | 96.1 | — | — | — | — | — | — | — | — | — | |
| SCF-ArcFaceTraining Data=MS1MV2, Backbone=R100, Venue=CVPR212024.10 | 96.09 | 94.04 | — | — | — | — | — | — | — | — | |
| C-WFData Generation=Authentic, #imgs (IDs x imgs/ID)=0.49M(∼10.5k × 47)2026.02 | 96.05 | 93.96 | — | — | — | — | — | — | — | — | |
| ArcFace2022.03 | 96.03 | — | — | — | — | — | — | — | — | — | |
| ArcFace(m=0.50)Training Dataset=MS1MV22026.04 | 96.03 | — | — | — | — | — | — | — | — | — | |
| BroadFaceTraining Dataset=MS1MV22026.04 | 96.03 | 94.11 | — | — | 90.41 | — | — | — | — | — | |
| ArcFaceBackbone=ResNet101, Train data=MS1MV22026.06 | 96.03 | — | — | — | — | — | — | — | — | — | |
| GroupFace2022.03 | 96.02 | — | — | — | — | — | — | — | — | — | |
| MagFace+Aggregation Strategy=Weighted by magnitudes2021.03 | 95.97 | 94.08 | — | — | 90.24 | — | — | — | — | — | |
| MagFace+Training Data=MS1MV2, Backbone=R100, Venue=CVPR212024.10 | 95.97 | 94.08 | — | — | — | — | — | — | — | — | |
| MagFaceTraining Dataset=MS1MV22026.04 | 95.97 | 94.08 | — | — | 90.24 | — | — | — | — | — | |
| MagFaceBackbone=ResNet101, Train data=MS1MV22026.06 | 95.97 | — | — | — | — | — | — | — | — | — | |
| ArcFace+ours (CFSM)Train Data=cleaned MS1MV2, #labeled=3.9M, #unlabeled=70K, Backbone=ResNet-502022.07 | 95.9 | 94.06 | — | — | 89.34 | — | — | — | — | — | |
| MagFace2021.03 | 95.81 | 93.67 | — | — | 89.26 | — | — | — | — | — |