Face Recognition on CFP-FP
99.51AccuracyPFC
Evaluation Results
| Method | Links | |
|---|---|---|
| PFCTraining Dataset=WebFace42M, Backbone=ResNet-200, Sampling Ratio=0.32022.03 | 99.51 | |
| ResNet200-TopoFRYear='24, Param (M)=118.8, FLOPs=23.5G, Training Dataset=Glint360K, Model Scale=Large-Scale, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=12.242026.04 | 99.45 | |
| PFCTraining Dataset=WebFace42M, Backbone=ViT-L, Sampling Ratio=0.32022.03 | 99.44 | |
| PFCTraining Dataset=WebFace12M, Backbone=ResNet-100, Sampling Ratio=0.32022.03 | 99.4 | |
| PFCTraining Dataset=WebFace42M, Backbone=ResNet-100, Sampling Ratio=0.32022.03 | 99.4 | |
| PFCTraining Dataset=WebFace42M, Backbone=ViT-B, Sampling Ratio=0.32022.03 | 99.4 | |
| Virtual FC2022.03 | 99.38 | |
| TransFace-LYear='25, Param (M)=271.6, FLOPs=25.4G, Training Dataset=Glint360K, Model Scale=Large-Scale, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=OOM2026.04 | 99.37 | |
| BioMetricNet2022.03 | 99.35 | |
| WebFace42M2022.03 | 99.35 | |
| PFCTraining Dataset=WebFace42M, Backbone=ResNet-100, Sampling Ratio=0.0082022.03 | 99.32 | |
| TransFace-BYear='25, Param (M)=124.5, FLOPs=11.5G, Training Dataset=Glint360K, Model Scale=Large-Scale, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=18.202026.04 | 99.24 | |
| PFCTraining Dataset=WebFace4M, Backbone=ResNet-100, Sampling Ratio=0.32022.03 | 99.23 | |
| PFCTraining Dataset=WebFace12M, Backbone=ResNet-100, Sampling Ratio=0.0132022.03 | 99.21 | |
| VPL2022.03 | 99.11 | |
| PFCTraining Dataset=WebFace4M, Backbone=ResNet-100, Sampling Ratio=0.042022.03 | 99.06 | |
| TransFace-SYear='25, Param (M)=86.7, FLOPs=5.8G, Training Dataset=Glint360K, Model Scale=Large-Scale, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=14.312026.04 | 98.96 | |
| Sub-center2022.03 | 98.8 | |
| DUL2022.03 | 98.78 | |
| ResNet50-ArcFaceYear='22, Param (M)=43.6, FLOPs=6.3G, Training Dataset=Glint360K, Model Scale=Large-Scale, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=3.762026.04 | 98.77 | |
| ElasticFace-Cos+Training Dataset=MS1MV2 [7], [4]2021.09 | 98.73 | |
| ElasticFace-ArcTraining Dataset=MS1MV2 [7], [4]2021.09 | 98.67 | |
| URFace2022.03 | 98.64 | |
| GroupFaceTraining Dataset=clean MS1M [7], [4]2021.09 | 98.63 | |
| GroupFace2022.03 | 98.63 | |
| BroadFace2022.03 | 98.63 | |
| ElasticFace-CosTraining Dataset=MS1MV2 [7], [4]2021.09 | 98.61 | |
| ElasticFace-Arc+Training Dataset=MS1MV2 [7], [4]2021.09 | 98.6 | |
| Partial-FC-CosFaceTraining Dataset=MS1MV2 [7], [4]2021.09 | 98.51 | |
| VarGFaceNetYear='19, Param (M)=5.0, FLOPs=1.0G, Training Dataset=MS1MV3, Model Scale=Large-Scale, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.832026.04 | 98.5 | |
| MagFaceTraining Dataset=MS1MV2 [7], [4]2021.09 | 98.46 | |
| Partial-FC-ArcFaceTraining Dataset=MS1MV2 [7], [4]2021.09 | 98.45 | |
| DCQ2022.03 | 98.44 | |
| CurricularFaceTraining Dataset=MS1MV2 [7], [4]2021.09 | 98.37 | |
| CurricularFace2022.03 | 98.37 | |
| KANFace-0.5Year='25, Param (M)=6.80, FLOPs=397M, Training Dataset=WebFace12M, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=9.982026.04 | 98.31 | |
| ArcFaceVenue=CVPR '19, PPFR=No2024.03 | 98.3 | |
| MV-Softmax2022.03 | 98.28 | |
| ArcFaceTraining Dataset=MS1MV2 [7], [4]2021.09 | 98.27 | |
| ArcFace2022.03 | 98.27 | |
| FaceLiVTv2-LYear=-, Param (M)=8.52, FLOPs=309M, Training Dataset=Glint360K, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.71(14.0× ↓)2026.04 | 98.26 | |
| CosFace2022.03 | 98.12 | |
| FaceLiVTv2-MYear=-, Param (M)=7.02, FLOPs=258M, Training Dataset=Glint360K, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.65(16.7%↓)2026.04 | 97.93 | |
| SwiftFaceFormer-L3Year='24, Param (M)=28.0, FLOPs=2.0G, Training Dataset=MS1MV3, Model Scale=Large-Scale, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=2.592026.04 | 97.8 | |
| DuetFaceVenue=MM '22, PPFR=Yes2024.03 | 97.79 | |
| PartialFaceVenue=ICCV '23, PPFR=Yes2024.03 | 97.63 | |
| FaceLiVTv2-SYear=-, Param (M)=4.62, FLOPs=179M, Training Dataset=Glint360K, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.54(30.8%↓)2026.04 | 97.47 | |
| KANFace-0.5Year='25, Param (M)=6.80, FLOPs=397M, Training Dataset=Glint360K, Model Scale=Lightweight, Experimental Setup=Retrained from scratch, Latency (ms) on iPhone 15 Pro=9.982026.04 | 97.35 | |
| ShuffleFaceNet-1.5Year='21, Param (M)=2.6, FLOPs=577M, Training Dataset=MS1MV2, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.692026.04 | 97.26 | |
| FaceLiVTv1-MYear='25, Param (M)=9.8, FLOPs=386M, Training Dataset=Glint360K, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.672026.04 | 97.2 | |
| KANFace-0.6Year='25, Param (M)=4.74, FLOPs=240M, Training Dataset=WebFace12M, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=6.522026.04 | 97.17 | |
| VirFace2022.03 | 97.15 | |
| DCTDPVenue=ECCV '22, PPFR=Yes, Privacy Budget=epsilon=12024.03 | 96.97 | |
| MinusFaceVenue=ours, PPFR=Yes, Backbone=IR-502024.03 | 96.92 | |
| CASIAVenue=(Real), Generator=/, Scale (#IDs × #Imgs)=0.49M (10.5K × 47)2026.05 | 96.91 | |
| MobileFaceNetYear='21, Param (M)=0.99, FLOPs=440M, Training Dataset=MS1MV2, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.772026.04 | 96.9 | |
| GhostFaceNetV1-1Year='23, Param (M)=4.1, FLOPs=216M, Training Dataset=MS1MV3, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.782026.04 | 96.83 | |
| SwiftFaceFormer-L1Year='24, Param (M)=11.8, FLOPs=805M, Training Dataset=MS1MV3, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=1.202026.04 | 96.61 | |
| SwiftFaceFormer-SYear='24, Param (M)=6.0, FLOPs=485M, Training Dataset=MS1MV3, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.652026.04 | 96.49 | |
| MC-mini-AMC2022.03 | 96.33 | |
| EdgeFace-SYear='24, Param (M)=3.6, FLOPs=306M, Training Dataset=Glint360K, Model Scale=Lightweight, Experimental Setup=Retrained from scratch, Latency (ms) on iPhone 15 Pro=9.892026.04 | 96.13 | |
| CircleLossTraining Dataset=clean MS1M [7], [26]2021.09 | 96.02 | |
| CircleLoss2022.03 | 96.02 | |
| EdgeFace-SYear='24, Param (M)=3.6, FLOPs=306M, Training Dataset=WebFace12M, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=9.892026.04 | 95.81 | |
| PocketNetM256Year='22, Param (M)=1.75, FLOPs=1.1G, Training Dataset=CASIA-WF, Model Scale=Large-Scale, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.982026.04 | 95.66 | |
| AFRN2022.03 | 95.56 | |
| SwiftFaceFormer-XSYear='24, Param (M)=3.4, FLOPs=294M, Training Dataset=MS1MV3, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.592026.04 | 95.35 | |
| SteerFaceVenue=(Ours), Generator=DM, Scale (#IDs × #Imgs)=1.2M (24K × 50)2026.05 | 95.27 | |
| FaceLiVTv2-XSYear=-, Param (M)=2.9, FLOPs=90M, Training Dataset=Glint360K, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.43(35.8%↓)2026.04 | 95.23 | |
| UIFace*Venue=ICLR 25, Generator=DM, Scale (#IDs × #Imgs)=1.2M (10K × 50)2026.05 | 95.13 | |
| SST2022.03 | 95.1 | |
| FaceLiVTv1-SYear='25, Param (M)=5.89, FLOPs=237M, Training Dataset=Glint360K, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.472026.04 | 95.1 | |
| PocketNetM128Year='22, Param (M)=1.68, FLOPs=1.1G, Training Dataset=CASIA-WF, Model Scale=Large-Scale, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.982026.04 | 95.07 | |
| IDPerturb*Venue=CVPR 26, Generator=DM, Scale (#IDs × #Imgs)=1.2M (24K × 50)2026.05 | 94.92 | |
| PPFR-FDVenue=AAAI '22, PPFR=Yes2024.03 | 94.85 | |
| MorphFaceVenue=CVPR 25, Generator=DM, Scale (#IDs × #Imgs)=1.2M (24K × 50)2026.05 | 94.77 | |
| SteerFaceVenue=(Ours), Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.05 | 94.67 | |
| Arc2FaceVenue=ECCV 24, Generator=DM, Scale (#IDs × #Imgs)=1.2M (20K × 50, 40K × 5)2026.05 | 94.58 | |
| EdgeFace-XSYear='24, Param (M)=1.77, FLOPs=154M, Training Dataset=WebFace12M, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=5.822026.04 | 94.37 | |
| GhostFaceNetV2-2Year='23, Param (M)=6.8, FLOPs=77M, Training Dataset=MS1MV3, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.672026.04 | 94.29 | |
| UIFaceVenue=ICLR 25, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.05 | 94.29 | |
| Dyn-arcFaceTraining Dataset=clean MS1M [7], [4]2021.09 | 94.25 | |
| PocketNetS128Year='22, Param (M)=0.92, FLOPs=587M, Training Dataset=CASIA-WF, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.882026.04 | 94.21 | |
| MorphFaceVenue=CVPR 25, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.05 | 94.11 | |
| ProFaceVenue=MM '22, PPFR=Yes2024.03 | 93.77 | |
| IDPerturb*Venue=CVPR 26, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.05 | 93.5 | |
| PocketNetS256Year='22, Param (M)=0.99, FLOPs=587M, Training Dataset=CASIA-WF, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.882026.04 | 93.34 | |
| GhostFaceNetV1-2Year='23, Param (M)=4.1, FLOPs=60M, Training Dataset=MS1MV3, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.602026.04 | 93.31 | |
| ShuffleFaceNet-0.5Year='21, Param (M)=1.4, FLOPs=67M, Training Dataset=MS1MV2, Model Scale=Lightweight, Experimental Setup=Original, Latency (ms) on iPhone 15 Pro=0.452026.04 | 92.6 | |
| AdvFaceVenue=CVPR '23, PPFR=Yes2024.03 | 92.21 | |
| Arc2FaceVenue=ECCV 24, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.05 | 91.87 | |
| CemiFaceVenue=NeurIPS 24, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.05 | 91.06 | |
| DigiFaceVenue=WACV 23, Generator=Rendering, Scale (#IDs × #Imgs)=1.2M (10K × 72, 100K × 5)2026.05 | 89.81 | |
| DCFaceVenue=CVPR 23, Generator=DM, Scale (#IDs × #Imgs)=1.2M (20K × 50, 40K × 5)2026.05 | 88.61 | |
| CloakVenue=WWW '21, PPFR=Yes, Trade-off parameter=1002024.03 | 87.97 | |
| DigiFaceVenue=WACV 23, Generator=Rendering, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.05 | 87.4 | |
| ID3Venue=NeurIPS 24, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.05 | 86.84 | |
| IDiff-FaceVenue=ICCV 23, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.05 | 85.47 | |
| DCFaceVenue=CVPR 23, Generator=DM, Scale (#IDs × #Imgs)=0.5M (10K × 50)2026.05 | 85.33 | |
| InstaHideVenue=ICML '20, PPFR=Yes2024.03 | 83.2 |