Face Recognition Impersonation Attack on LADN
94.3ASRAdv-TGD
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Adv-TGDTarget Model=IRSE502026.06 | 94.3 | — | — | — | — | — | |
| Adv-TGDTarget Model=MobileFace2026.06 | 92.8 | — | — | — | — | — | |
| DiffAIMTarget Model=IRSE502026.06 | 92.67 | — | — | — | — | — | |
| DiffAMTarget Model=IRSE502026.06 | 91.26 | — | — | — | — | — | |
| Adv-TGDTarget Model=IR1522026.06 | 90.8 | — | — | — | — | — | |
| DiffAMTarget Model=MobileFace2026.06 | 88.68 | — | — | — | — | — | |
| Clip2ProtectTarget Model=IRSE502026.06 | 88.57 | — | — | — | — | — | |
| DiffAIMTarget Model=MobileFace2026.06 | 83.45 | — | — | — | — | — | |
| Clip2ProtectTarget Model=MobileFace2026.06 | 78.94 | — | — | — | — | — | |
| DiffAIMTarget Model=IR1522026.06 | 74.21 | — | — | — | — | — | |
| DiffAIMTarget Model=FaceNet2026.06 | 68.44 | — | — | — | — | — | |
| DiffAMTarget Model=IR1522026.06 | 66.68 | — | — | — | — | — | |
| DiffAMTarget Model=FaceNet2026.06 | 66.16 | — | — | — | — | — | |
| Adv-TGDTarget Model=FaceNet2026.06 | 65.71 | — | — | — | — | — | |
| Clip2ProtectTarget Model=IR1522026.06 | 54.31 | — | — | — | — | — | |
| Clip2ProtectTarget Model=FaceNet2026.06 | 49.91 | — | — | — | — | — | |
| CleanTarget Model=MobileFace2026.06 | 5.12 | — | — | — | — | — | |
| CleanTarget Model=IR1522026.06 | 3.71 | — | — | — | — | — | |
| CleanTarget Model=IRSE502026.06 | 2.79 | — | — | — | — | — | |
| CleanTarget Model=FaceNet2026.06 | 0.6 | — | — | — | — | — | |
| Adv-makeupFAR=0.012026.06 | — | 29.6 | 10 | 1 | 22.4 | 15.8 | |
| AMT-GANFAR=0.012026.06 | — | 89.6 | 49.1 | 32.1 | 72.4 | 60.8 | |
| CLIP2ProtectFAR=0.012026.06 | — | 91.6 | 53.3 | 47.9 | 79.9 | 68.2 | |
| DiffAMFAR=0.012026.06 | — | 95.7 | 66.8 | 65.4 | 92 | 80 | |
| MI-FGSMFAR=0.012026.06 | — | 48.9 | 25.6 | 6.3 | 45 | 31.5 | |
| PhantomFAR=0.01, λori=0.0, λtgt=1.02026.06 | — | 99.7 | 91 | 71 | 99.1 | 90.2 | |
| RMT-GANFAR=0.012026.06 | — | 98.5 | 80.8 | 76.9 | 99.4 | 88.9 | |
| TI-DIMFAR=0.012026.06 | — | 56.4 | 34.2 | 22.1 | 48.3 | 40.3 | |
| TIP-IMFAR=0.012026.06 | — | 45.3 | 50.5 | 15.1 | 55.3 | 41.6 |