Face Identification on Privacy-Commons
90ArcFace Top-1 PSRFACECLOAK
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FACECLOAKSurrogate Model=ArcFace2026.05 | 90 | 86.2 | 77.2 | 70.1 | 80.5 | 71.7 | 82.2 | 76 | 85.9 | 77.3 | 96.9 | 94.7 | 85.4 | 79.3 | |
| FACECLOAKSurrogate Model=Softmax2026.05 | 90 | 86.4 | 80.7 | 73.8 | 90.3 | 85 | 82.4 | 76.4 | 88.3 | 81 | 97.9 | 96.7 | 88.3 | 83.2 | |
| FACECLOAKSurrogate Model=CosFace2026.05 | 88.8 | 84.5 | 84.1 | 77.4 | 81.3 | 73 | 82.2 | 75.7 | 86.2 | 77.5 | 97.5 | 95.5 | 86.7 | 80.6 | |
| AdvCloak-Class CenterSurrogate Model=Softmax2026.05 | 81.6 | 73 | 76.9 | 68.6 | 80.5 | 72.3 | 87.3 | 79.3 | 83.2 | 75.6 | 80.4 | 70.9 | 81.7 | 73.3 | |
| OPOM-Convex HullSurrogate Model=CosFace2026.05 | 81.4 | 73.2 | 73.9 | 66 | 77.6 | 70.7 | 54.8 | 39.6 | 67.3 | 54.7 | 48.4 | 36.3 | 67.2 | 56.7 | |
| AdvCloak-Class CenterSurrogate Model=ArcFace2026.05 | 81.1 | 72.3 | 75.8 | 67.5 | 79 | 71.1 | 83.8 | 74.7 | 80.2 | 70.9 | 79 | 69.4 | 79.8 | 71 | |
| AdvCloak-Convex HullSurrogate Model=ArcFace2026.05 | 81.1 | 72.7 | 75.9 | 67.5 | 79.1 | 71.3 | 83.7 | 74.3 | 79.8 | 70.2 | 79 | 69.4 | 79.8 | 70.9 | |
| AdvCloak-Convex HullSurrogate Model=Softmax2026.05 | 80.7 | 71.7 | 75.3 | 66.8 | 79.6 | 71.2 | 86.1 | 78.2 | 82.7 | 74.1 | 79.1 | 69.3 | 80.6 | 71.9 | |
| AdvCloakSurrogate Model=ArcFace2026.05 | 80.1 | 71 | 74.7 | 65.7 | 78 | 69.7 | 82 | 71.9 | 78.1 | 67.4 | 77.4 | 67.5 | 78.4 | 68.9 | |
| OPOM-Class CenterSurrogate Model=CosFace2026.05 | 80.1 | 71.8 | 72.6 | 64.9 | 76.5 | 69.1 | 53.6 | 38.9 | 66.2 | 53.5 | 47.2 | 34.9 | 66 | 55.5 | |
| AdvCloak-Affine HullSurrogate Model=ArcFace2026.05 | 79.5 | 70.6 | 74.1 | 65.1 | 77.5 | 69.2 | 81.9 | 71.7 | 77.9 | 67.4 | 77.2 | 67.2 | 78 | 68.5 | |
| AdvCloak-Affine HullSurrogate Model=Softmax2026.05 | 79.2 | 69.8 | 74.1 | 64.8 | 78 | 69.5 | 83.7 | 75.1 | 79.9 | 70.7 | 76.8 | 66.3 | 78.6 | 69.4 | |
| AdvCloak-Convex HullSurrogate Model=CosFace2026.05 | 79.1 | 69.7 | 75.7 | 67 | 77.4 | 69.6 | 78.1 | 66.8 | 75.2 | 63.6 | 73.6 | 63 | 76.5 | 66.6 | |
| AdvCloakSurrogate Model=Softmax2026.05 | 79 | 69.3 | 73.8 | 64.6 | 77.9 | 69.6 | 84 | 75 | 79.7 | 70.5 | 77.2 | 66.3 | 78.6 | 69.2 | |
| AdvCloak-Class CenterSurrogate Model=CosFace2026.05 | 78.7 | 69.5 | 75.4 | 67.4 | 77.5 | 69.6 | 78.6 | 68 | 76 | 64.8 | 74.4 | 64.3 | 76.8 | 67.3 | |
| AdvCloakSurrogate Model=CosFace2026.05 | 78.4 | 68.5 | 74.3 | 65.4 | 76.5 | 68.1 | 76.6 | 64.9 | 73.6 | 61.4 | 72.1 | 61.2 | 75.3 | 64.9 | |
| OPOM-Convex HullSurrogate Model=ArcFace2026.05 | 78 | 69.4 | 70.2 | 61.4 | 76.1 | 68.7 | 79.2 | 69.1 | 82.9 | 74.2 | 58.7 | 47.2 | 74.2 | 65 | |
| AdvCloak-Affine HullSurrogate Model=CosFace2026.05 | 77.7 | 68.1 | 74 | 65.3 | 76.3 | 67.7 | 76.7 | 64.7 | 73.5 | 61.2 | 72.1 | 61.4 | 75 | 64.7 | |
| OPOM-Class CenterSurrogate Model=ArcFace2026.05 | 76.9 | 67.8 | 69.2 | 60.3 | 75 | 67.3 | 78.4 | 67.9 | 82.1 | 73.4 | 53.6 | 45.6 | 73.1 | 63.7 | |
| OPOM-Affine HullSurrogate Model=CosFace2026.05 | 76.1 | 67.4 | 68.8 | 60.5 | 72.5 | 63.9 | 50.2 | 35.2 | 61.4 | 49.3 | 43.7 | 31.8 | 62.1 | 51.3 | |
| AdvFaces+Surrogate Model=Softmax2026.05 | 75.3 | 65.5 | 70 | 61.5 | 73.4 | 65 | 80.7 | 71.3 | 77 | 67.2 | 72.1 | 61.8 | 74.7 | 65.4 | |
| AdvFaces+Surrogate Model=ArcFace2026.05 | 75.1 | 65.7 | 69.3 | 60.7 | 73 | 64.5 | 77 | 65.9 | 74.5 | 63.4 | 71.2 | 60.8 | 73.4 | 63.5 | |
| FI-UAPSurrogate Model=CosFace2026.05 | 75.1 | 65.8 | 67 | 57.9 | 70.7 | 62 | 48.6 | 33.4 | 60 | 46.4 | 41.5 | 29.6 | 60.5 | 49.2 | |
| AdvFaces+Surrogate Model=CosFace2026.05 | 73.3 | 63.1 | 70 | 61.4 | 72.1 | 63.3 | 72 | 59.3 | 70.2 | 58 | 67 | 56.6 | 70.8 | 60.3 | |
| OPOM-Affine HullSurrogate Model=ArcFace2026.05 | 73 | 63.1 | 63.3 | 53.8 | 71.1 | 62 | 74.7 | 63 | 77.8 | 68.6 | 52.7 | 40.8 | 68.8 | 58.6 | |
| FI-UAPSurrogate Model=ArcFace2026.05 | 72.3 | 62.4 | 63.5 | 53.3 | 70.3 | 61.9 | 73.9 | 61.8 | 77.4 | 67.6 | 52.4 | 40.7 | 68.3 | 58 | |
| OPOM-Convex HullSurrogate Model=Softmax2026.05 | 70.7 | 60.2 | 61.8 | 52.1 | 69.4 | 60.5 | 72.6 | 60.7 | 76.2 | 66.4 | 50.2 | 38.7 | 66.8 | 56.4 | |
| OPOM-Class CenterSurrogate Model=Softmax2026.05 | 69 | 58.7 | 60.7 | 51 | 67 | 59 | 71.7 | 59.5 | 75.5 | 65.3 | 48.8 | 37.3 | 65.6 | 55.2 | |
| OPOM-Affine HullSurrogate Model=Softmax2026.05 | 65.9 | 54.6 | 56.1 | 46 | 63.8 | 53.4 | 67.8 | 54.5 | 71.7 | 60.3 | 44 | 32.8 | 61.5 | 50.3 | |
| FI-UAPSurrogate Model=Softmax2026.05 | 65.2 | 53.6 | 55.7 | 45.4 | 63.1 | 53.3 | 66.7 | 53.2 | 70.5 | 59.6 | 44.3 | 33 | 60.9 | 49.7 | |
| GAPSurrogate Model=CosFace2026.05 | 42.3 | 30.6 | 25.4 | 16.5 | 23.7 | 16.3 | 29.6 | 18 | 31.7 | 21.1 | 16.8 | 10.1 | 28.2 | 18.8 | |
| GAPSurrogate Model=ArcFace2026.05 | 30.7 | 20.7 | 19.7 | 13.9 | 23.9 | 15.9 | 33.6 | 20.8 | 31 | 20.1 | 13.1 | 7.4 | 25.3 | 16.5 | |
| GAPSurrogate Model=Softmax2026.05 | 17.8 | 11.4 | 11.1 | 7.6 | 12.5 | 7.6 | 21.7 | 12 | 18.8 | 11.1 | 7 | 3.8 | 14.8 | 8.9 | |
| GD-UAPSurrogate Model=ArcFace2026.05 | 6.3 | 2.7 | 3.1 | 1.6 | 3 | 1.5 | 8.7 | 3.5 | 5.8 | 2.7 | 3 | 1.5 | 5 | 2.3 | |
| GD-UAPSurrogate Model=Softmax2026.05 | 6.3 | 2.7 | 3.1 | 1.6 | 3 | 1.5 | 8.7 | 3.5 | 5.8 | 2.7 | 0.3 | 1.5 | 4.5 | 2.3 | |
| GD-UAPSurrogate Model=CosFace2026.05 | 3.7 | 1.4 | 1.1 | 0.4 | 1.3 | 0.4 | 4 | 1.5 | 3.2 | 1 | 1.8 | 0.6 | 2.5 | 0.9 |