Gradient Inversion Attack on Tiny-ImageNet
26.1534PSNRNL-SME
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NL-SMENumber of local steps (T)=1002025.09 | 26.1534 | 0.8574 | 0.9238 | 0.1516 | |
| SMENumber of local steps (T)=1002025.09 | 16.1264 | 0.505 | 0.7683 | 0.4248 | |
| DGGINumber of local steps (T)=1002025.09 | 16.0336 | 0.5026 | 0.7647 | 0.4594 | |
| IGNumber of local steps (T)=1002025.09 | 14.4599 | 0.4966 | 0.7469 | 0.3872 | |
| No DPAttack Method=GIFD2026.02 | 14.31 | 0.24 | — | — | |
| No DPAttack Method=IG2026.02 | 12.2 | 0.17 | — | — | |
| FEDLEAKNumber of local steps (T)=1002025.09 | 12.0957 | 0.3342 | 0.6766 | 0.5357 | |
| GI-NASNumber of local steps (T)=1002025.09 | 11.9358 | 0.3035 | 0.5998 | 0.5956 | |
| TIPAttack Method=GIFD2026.02 | 9.09 | 0.02 | — | — | |
| DPAttack Method=GIFD2026.02 | 8.67 | 0.02 | — | — | |
| AGPAttack Method=GIFD2026.02 | 8.63 | 0.02 | — | — | |
| TIPAttack Method=IG2026.02 | 6.96 | 0.009 | — | — | |
| AGPAttack Method=IG2026.02 | 6.77 | 0.005 | — | — | |
| DPAttack Method=IG2026.02 | 6.73 | 0.002 | — | — |