VggFace
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Face Restoration | VggFace2 (test) | PSNR28.55 | 56 | |
| Untargeted identity retrieval attack | VGGFace2 | R1-U100 | 40 | |
| Model Inversion Attack | VGGFace2 | Top-1 Acc93.88 | 35 | |
| Face Swapping Protection | VGGFace2 HQ | L2 Distance0.0208 | 28 | |
| Untargeted identity retrieval attack | VGGFace2 a photo of sks person prompt | Rank-1 Retrieval Rate (Untargeted)99.78 | 25 | |
| Watermark Detection | VGGFace | AccLoss6.93 | 14 | |
| Model Extraction Attack Robustness | VGGFace | Acc28.41 | 14 | |
| Image Purification | VGGFace2 Glaze (test) | IMS0.31 | 12 | |
| Image Purification | VGGFace2 PhotoGuard (test) | IMS0.24 | 12 | |
| Image Purification | VGGFace2 ASPL (test) | IMS0.09 | 12 | |
| Face Recognition | VGGFace2 (test) | Accte_rm Accuracy98.21 | 12 | |
| Attribution Faithfulness | VGGFace2 (val) | Deletion Score0.1304 | 12 | |
| Model Inversion Attack | VGGFace | Top-1 Accuracy97.96 | 11 | |
| Face Verification | VGGFace2 | Mated Score (KL Div)1.87 | 10 | |
| Face Restoration (x4) | VggFace2 (test) | PSNR27.54 | 9 | |
| Face Image Synthesis | VGGFace2 (train) | SDS0.928 | 8 | |
| Covertness | VGGFace | SSIM1 | 7 | |
| Class-conditional image generation | VGGFace200 | IS109.04 | 5 | |
| Face Retrieval | VGGFace2 D_f (test) | mAP89.4 | 3 | |
| Class-conditional image generation | VGGFace500 | Inception Score77.76 | 3 | |
| Membership Inference Defense | VGGFace2 | Accuracy99.44 | 2 | |
| Class-conditional image generation | VGGFace1000 | IS108.89 | 2 |
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