Face Identification on Privacy-Celebrities 1.0 (test)
86.7Top-1 PSRFACECLOAK
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FACECLOAKSurrogate Model=ArcFace, Target Model=MobileNet2026.05 | 86.7 | 83.6 | |
| FACECLOAKSurrogate Model=ArcFace, Target Model=IR502026.05 | 85.1 | 80.6 | |
| FACECLOAKSurrogate Model=ArcFace, Target Model=ArcFace2026.05 | 82.2 | 76.3 | |
| FACECLOAKSurrogate Model=Softmax, Target Model=Average2026.05 | 81.1 | 75.8 | |
| FACECLOAKSurrogate Model=ArcFace, Target Model=Average2026.05 | 80.9 | 75.3 | |
| FACECLOAKSurrogate Model=CosFace, Target Model=Average2026.05 | 80.9 | 75.4 | |
| FACECLOAKSurrogate Model=ArcFace, Target Model=SENet2026.05 | 79.5 | 72.5 | |
| FACECLOAKSurrogate Model=ArcFace, Target Model=SFace2026.05 | 78.9 | 73.2 | |
| FACECLOAKSurrogate Model=CosFace, Target Model=ArcFace2026.05 | 78.8 | 73.1 | |
| FACECLOAKSurrogate Model=ArcFace, Target Model=CosFace2026.05 | 72.7 | 65.6 | |
| AdvCloak-Class CenterSurrogate Model=ArcFace, Target Model=MobileNet2026.05 | 72.3 | 60 | |
| AdvCloak-Convex HullSurrogate Model=ArcFace, Target Model=MobileNet2026.05 | 72.3 | 60.3 | |
| AdvCloakSurrogate Model=ArcFace, Target Model=MobileNet2026.05 | 71.8 | 60 | |
| AdvCloak-Affine HullSurrogate Model=ArcFace, Target Model=MobileNet2026.05 | 70.3 | 57.8 | |
| OPOM-Convex HullSurrogate Model=ArcFace, Target Model=ArcFace2026.05 | 68.5 | 59.1 | |
| AdvCloak-Convex HullSurrogate Model=ArcFace, Target Model=ArcFace2026.05 | 68.5 | 57.6 | |
| AdvCloak-Class CenterSurrogate Model=ArcFace, Target Model=SENet2026.05 | 67.9 | 55.8 | |
| AdvCloak-Convex HullSurrogate Model=ArcFace, Target Model=SENet2026.05 | 67.9 | 55.8 | |
| AdvCloakSurrogate Model=ArcFace, Target Model=ArcFace2026.05 | 67.7 | 56.9 | |
| AdvCloak-Class CenterSurrogate Model=ArcFace, Target Model=ArcFace2026.05 | 67.6 | 56.9 | |
| AdvCloakSurrogate Model=ArcFace, Target Model=SENet2026.05 | 67.2 | 55 | |
| OPOM-Class CenterSurrogate Model=ArcFace, Target Model=ArcFace2026.05 | 66.9 | 57.5 | |
| AdvCloak-Affine HullSurrogate Model=ArcFace, Target Model=ArcFace2026.05 | 66.8 | 55.9 | |
| AdvCloak-Convex HullSurrogate Model=ArcFace, Target Model=Average2026.05 | 66.4 | 55.2 | |
| AdvCloak-Class CenterSurrogate Model=ArcFace, Target Model=Average2026.05 | 66 | 54.9 | |
| AdvCloak-Affine HullSurrogate Model=ArcFace, Target Model=SENet2026.05 | 65.8 | 53.2 | |
| AdvCloakSurrogate Model=ArcFace, Target Model=Average2026.05 | 65.7 | 54.6 | |
| AdvCloak-Convex HullSurrogate Model=ArcFace, Target Model=SFace2026.05 | 65.3 | 55.8 | |
| OPOM-Affine HullSurrogate Model=ArcFace, Target Model=ArcFace2026.05 | 64.9 | 54.6 | |
| AdvCloak-Class CenterSurrogate Model=ArcFace, Target Model=SFace2026.05 | 64.9 | 55.3 | |
| AdvCloakSurrogate Model=ArcFace, Target Model=SFace2026.05 | 64.6 | 55.1 | |
| AdvCloak-Affine HullSurrogate Model=ArcFace, Target Model=Average2026.05 | 64.6 | 53.1 | |
| AdvCloak-Affine HullSurrogate Model=ArcFace, Target Model=SFace2026.05 | 63.6 | 53.9 | |
| OPOM-Convex HullSurrogate Model=ArcFace, Target Model=SFace2026.05 | 63 | 54 | |
| AdvCloak-Convex HullSurrogate Model=ArcFace, Target Model=IR502026.05 | 62.9 | 50.7 | |
| AdvCloak-Class CenterSurrogate Model=ArcFace, Target Model=IR502026.05 | 62.5 | 50.4 | |
| AdvCloakSurrogate Model=ArcFace, Target Model=IR502026.05 | 62.4 | 50.3 | |
| AdvFaces+Surrogate Model=ArcFace, Target Model=MobileNet2026.05 | 62.3 | 47.6 | |
| FI-UAPSurrogate Model=ArcFace, Target Model=ArcFace2026.05 | 61.9 | 51.2 | |
| OPOM-Class CenterSurrogate Model=ArcFace, Target Model=SFace2026.05 | 61.7 | 53 | |
| OPOM-Convex HullSurrogate Model=ArcFace, Target Model=SENet2026.05 | 61.7 | 49.4 | |
| AdvCloak-Convex HullSurrogate Model=ArcFace, Target Model=CosFace2026.05 | 61.4 | 51.3 | |
| AdvCloak-Affine HullSurrogate Model=ArcFace, Target Model=IR502026.05 | 61.1 | 48.6 | |
| AdvCloak-Class CenterSurrogate Model=ArcFace, Target Model=CosFace2026.05 | 61 | 50.9 | |
| OPOM-Class CenterSurrogate Model=ArcFace, Target Model=SENet2026.05 | 60.4 | 48.1 | |
| AdvCloakSurrogate Model=ArcFace, Target Model=CosFace2026.05 | 60.4 | 50.3 | |
| AdvCloak-Affine HullSurrogate Model=ArcFace, Target Model=CosFace2026.05 | 59.8 | 49.2 | |
| AdvFaces+Surrogate Model=ArcFace, Target Model=SENet2026.05 | 58.8 | 45 | |
| AdvFaces+Surrogate Model=ArcFace, Target Model=ArcFace2026.05 | 58.4 | 46.6 | |
| OPOM-Affine HullSurrogate Model=ArcFace, Target Model=SFace2026.05 | 58.1 | 48.9 | |
| OPOM-Convex HullSurrogate Model=ArcFace, Target Model=Average2026.05 | 58 | 47 | |
| OPOM-Affine HullSurrogate Model=ArcFace, Target Model=SENet2026.05 | 57.2 | 44.4 | |
| OPOM-Class CenterSurrogate Model=ArcFace, Target Model=Average2026.05 | 56.7 | 45.8 | |
| AdvFaces+Surrogate Model=ArcFace, Target Model=Average2026.05 | 56.6 | 43.9 | |
| OPOM-Convex HullSurrogate Model=ArcFace, Target Model=MobileNet2026.05 | 56.4 | 41.9 | |
| AdvFaces+Surrogate Model=ArcFace, Target Model=SFace2026.05 | 56.2 | 45.3 | |
| FI-UAPSurrogate Model=ArcFace, Target Model=SFace2026.05 | 55.3 | 45.5 | |
| OPOM-Class CenterSurrogate Model=ArcFace, Target Model=MobileNet2026.05 | 55.1 | 41.1 | |
| OPOM-Convex HullSurrogate Model=ArcFace, Target Model=CosFace2026.05 | 55 | 45.9 | |
| FI-UAPSurrogate Model=ArcFace, Target Model=SENet2026.05 | 54.3 | 41.2 | |
| OPOM-Affine HullSurrogate Model=ArcFace, Target Model=Average2026.05 | 53.8 | 42.4 | |
| OPOM-Class CenterSurrogate Model=ArcFace, Target Model=CosFace2026.05 | 53.8 | 44.5 | |
| OPOM-Affine HullSurrogate Model=ArcFace, Target Model=MobileNet2026.05 | 53.3 | 38.5 | |
| AdvFaces+Surrogate Model=ArcFace, Target Model=IR502026.05 | 52.1 | 38 | |
| AdvFaces+Surrogate Model=ArcFace, Target Model=CosFace2026.05 | 51.8 | 40.6 | |
| FI-UAPSurrogate Model=ArcFace, Target Model=Average2026.05 | 51 | 39.5 | |
| FI-UAPSurrogate Model=ArcFace, Target Model=MobileNet2026.05 | 50.9 | 36.2 | |
| OPOM-Affine HullSurrogate Model=ArcFace, Target Model=CosFace2026.05 | 50.6 | 40.8 | |
| FI-UAPSurrogate Model=ArcFace, Target Model=CosFace2026.05 | 47.7 | 37.4 | |
| GAPSurrogate Model=ArcFace, Target Model=MobileNet2026.05 | 45.6 | 33.6 | |
| OPOM-Convex HullSurrogate Model=ArcFace, Target Model=IR502026.05 | 43.3 | 31.7 | |
| OPOM-Class CenterSurrogate Model=ArcFace, Target Model=IR502026.05 | 42 | 30.5 | |
| GAPSurrogate Model=ArcFace, Target Model=ArcFace2026.05 | 40.8 | 30.9 | |
| GAPSurrogate Model=ArcFace, Target Model=SENet2026.05 | 39 | 28.3 | |
| OPOM-Affine HullSurrogate Model=ArcFace, Target Model=IR502026.05 | 38.6 | 27.3 | |
| FI-UAPSurrogate Model=ArcFace, Target Model=IR502026.05 | 36.2 | 25.4 | |
| GAPSurrogate Model=ArcFace, Target Model=Average2026.05 | 35.9 | 26.3 | |
| GAPSurrogate Model=ArcFace, Target Model=SFace2026.05 | 34.8 | 26.3 | |
| GAPSurrogate Model=ArcFace, Target Model=CosFace2026.05 | 29.4 | 21.5 | |
| GAPSurrogate Model=ArcFace, Target Model=IR502026.05 | 26 | 17 | |
| GD-UAPSurrogate Model=ArcFace, Target Model=MobileNet2026.05 | 10 | 3.8 | |
| GD-UAPSurrogate Model=CosFace, Target Model=ArcFace2026.05 | 7.4 | 3 | |
| GD-UAPSurrogate Model=ArcFace, Target Model=ArcFace2026.05 | 6.5 | 2.4 | |
| GD-UAPSurrogate Model=ArcFace, Target Model=SENet2026.05 | 6.4 | 2.5 | |
| GD-UAPSurrogate Model=ArcFace, Target Model=Average2026.05 | 5.7 | 2.1 | |
| GD-UAPSurrogate Model=Softmax, Target Model=Average2026.05 | 5.5 | 2 | |
| GD-UAPSurrogate Model=ArcFace, Target Model=SFace2026.05 | 4 | 1.3 | |
| GD-UAPSurrogate Model=ArcFace, Target Model=IR502026.05 | 3.8 | 1.3 | |
| GD-UAPSurrogate Model=ArcFace, Target Model=CosFace2026.05 | 3.4 | 1.2 |