LFW
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Face Verification | LFW | Mean Accuracy99.85 | 365 | |
| Face Recognition | LFW | Accuracy100 | 229 | |
| Face Verification | LFW (test) | Verification Accuracy99.87 | 169 | |
| Face Verification | CA-LFW | Accuracy96.12 | 98 | |
| Face Identification | LFW (test) | Rank-1 PSR86.6 | 60 | |
| Blind Face Restoration | LFW (test) | FID40.97 | 52 | |
| Deepfake Interruption | LFW | L2mask0.01 | 37 | |
| Face Template Inversion Attack | LFW | Type-I TAR100 | 36 | |
| Face Manipulation Adversarial Attack | LFW | PSNR54.559 | 28 | |
| Image embedding | LFW | T-Value40.45 | 28 | |
| Face Recognition | CP-LFW | Accuracy93.07 | 26 | |
| Face Recognition Confidence Calibration | LFW | ECE0.07 | 22 | |
| Face Recognition | LFW (test) | Rank-1 PSR39 | 20 | |
| Face Verification | CP-LFW | TAR (%)92.56 | 19 | |
| Facial Template Inversion | LFW (test) | TAR at 1% FAR (Type-I)100 | 16 | |
| Face Verification | LFW (val) | Accuracy99.85 | 16 | |
| Attribute Classification | LFW (test) | Accuracy83.86 | 16 | |
| Face Verification | LFW unrestricted with labeled outside data 9 | Accuracy99.65 | 16 | |
| Face Detection | LFW | F1 Score100 | 15 | |
| Clustering | LFW | Silhouette Score0.9752 | 15 | |
| Face Recognition Attack | LFW Respirator region (test) | ASR (ArcFace)98.25 | 15 | |
| Face Recognition Attack | LFW Eye & Nose region (test) | ASR (ArcFace)0.9975 | 15 | |
| Face Recognition Attack | LFW Eye region (test) | ASR (ArcFace)98.75 | 15 | |
| Face Recognition | LFW BLUFR | VR @ FAR=0.01%94.48 | 13 | |
| Image embedding | LFW (test) | t-value39.6 | 12 |
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