Table 12. Comparison with state-of-the-art techniques.
| Defense technique | Model accuracy (%) | Attack performance |
|---|---|---|
| Randomized response | – | 0.57 |
| DP-SGD | – | 0.52 |
| MemGuard | 83.2 | 0.66 |
| Adversarial regularizations | 78.5 | 0.57 |
| SELENA | 79.3 | 0.54 |
| DP-BCD | 80 | 0.51 |
| Defense technique | Model accuracy (%) | Attack performance |
|---|---|---|
| Randomized response | – | 0.57 |
| DP-SGD | – | 0.52 |
| MemGuard | 83.2 | 0.66 |
| Adversarial regularizations | 78.5 | 0.57 |
| SELENA | 79.3 | 0.54 |
| DP-BCD | 80 | 0.51 |