Model Inversion Defense on Facescrub 224x224 (test)
98.46AccuracyMIDRE(0.1,0.4)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIDRE(0.1,0.4)Architecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.09 | 98.46 | 42.5 | 133.61 | 0.81 | — | |
| NoDefArchitecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.09 | 98.36 | 80.66 | 110.69 | 0.69 | — | |
| NLS(-0.05)Architecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.09 | 98.23 | 55.09 | 127.68 | 0.81 | 63.93 | |
| MIDRE(0.1,0.4)Architecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.09 | 98.19 | 46.98 | 134.86 | 0.81 | — | |
| MIDRE(0.1,0.4)Architecture=ResneSt101, Dpub=FFHQ, Resolution=224x2242024.09 | 98.11 | 45.43 | 137.78 | 0.8 | — | |
| MIDRE(0.1,0.4)Architecture=DenseNet169, Dpub=FFHQ, Resolution=224x2242024.09 | 97.99 | 46.67 | 136.18 | 0.81 | — | |
| MIDRE(0.1,0.8)Architecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.09 | 96.52 | 13.92 | 155.31 | 0.96 | 31.63 | |
| MIDRE(0.1,0.8)Architecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.09 | 95.76 | 15.66 | 154.62 | 0.96 | — | |
| NoDefArchitecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.09 | 95.54 | 95.13 | 116.14 | 0.68 | — | |
| NoDefArchitecture=DenseNet169, Dpub=FFHQ, Resolution=224x2242024.09 | 95.49 | 87.8 | 124.74 | 0.77 | — | |
| NoDefArchitecture=ResneSt101, Dpub=FFHQ, Resolution=224x2242024.09 | 95.38 | 84.27 | 129.18 | 0.81 | — | |
| MIDRE(0.1,0.8)Architecture=ResneSt101, Dpub=FFHQ, Resolution=224x2242024.09 | 95.09 | 15.54 | 156.44 | 0.96 | 237 | |
| RoLSSArchitecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.09 | 95.09 | 25.17 | — | — | 15.68 | |
| MIDRE(0.1,0.8)Architecture=DenseNet169, Dpub=FFHQ, Resolution=224x2242024.09 | 95.04 | 15.78 | 154.96 | 0.95 | 160.04 | |
| SSFArchitecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.09 | 93.09 | 65.21 | — | — | 12.21 | |
| TL-DMIArchitecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.09 | 93.01 | 21.17 | — | — | 10.59 | |
| SSFArchitecture=DenseNet169, Dpub=FFHQ, Resolution=224x2242024.09 | 92.95 | 60.99 | — | — | 10.56 | |
| NLS(-0.05)Architecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.09 | 92.13 | 40.69 | 179.53 | 0.97 | 15.96 | |
| NLS(-0.05)Architecture=ResneSt101, Dpub=FFHQ, Resolution=224x2242024.09 | 88.82 | 13.23 | 172.73 | 1.1 | 10.01 | |
| RoLSSArchitecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.09 | 74.25 | 10.24 | — | — | 3.99 | |
| RoLSSArchitecture=DenseNet169, Dpub=FFHQ, Resolution=224x2242024.09 | 72.14 | 6.77 | — | — | 3.47 |