Model Inversion Attack on CelebA 64x64
91.16AccuracyNoDef
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| NoDefAttack=GMI, Target Model=IR152, Resolution=64x642024.09 | 91.16 | 32.4 | — | 1,587.28 | |
| NoDefAttack=KedMI, Target Model=IR152, Resolution=64x642024.09 | 91.16 | 78.93 | — | 1,262.44 | |
| NoDefAttack=LOMMA + GMI, Target Model=IR152, Resolution=64x642024.09 | 91.16 | 80.93 | — | 1,253.03 | |
| NoDefAttack=LOMMA + KedMI, Target Model=IR152, Resolution=64x642024.09 | 91.16 | 90.87 | — | 1,116.9 | |
| MIDREAttack=GMI, Target Model=IR152, Resolution=64x642024.09 | 87.94 | 11.07 | 6.62 | 1,813.11 | |
| MIDREAttack=KedMI, Target Model=IR152, Resolution=64x642024.09 | 87.94 | 46.67 | 10.02 | 1,455.88 | |
| MIDREAttack=LOMMA + GMI, Target Model=IR152, Resolution=64x642024.09 | 87.94 | 49.4 | 9.79 | 1,497.5 | |
| MIDREAttack=LOMMA + KedMI, Target Model=IR152, Resolution=64x642024.09 | 87.94 | 62.93 | 8.68 | 1,551 | |
| TL-DMIAttack=GMI, Target Model=IR152, Resolution=64x642024.09 | 86.7 | 8.93 | 5.26 | 1,819 | |
| TL-DMIAttack=KedMI, Target Model=IR152, Resolution=64x642024.09 | 86.7 | 64.6 | 3.21 | 1,333 | |
| TL-DMIAttack=LOMMA + GMI, Target Model=IR152, Resolution=64x642024.09 | 86.7 | 41.87 | 8.76 | 1,551 | |
| TL-DMIAttack=LOMMA + KedMI, Target Model=IR152, Resolution=64x642024.09 | 86.7 | 77.73 | 2.95 | 1,305 |