Gradient Inversion on FEMNIST
24.1797PSNRNL-SME
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NL-SMEE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.09 | 24.1797 | 89.59 | 96.44 | 3.28 | 0.13 | |
| NL-SMEE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.09 | 22.9661 | 85.44 | 94.57 | 5.2 | 0.29 | |
| SMEE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.09 | 22.2053 | 81.08 | 89.33 | 11.7 | 3.47 | |
| DGGIE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.09 | 21.3307 | 77.09 | 89.18 | 11.39 | 4.08 | |
| SMEE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.09 | 21.1967 | 78.48 | 89.27 | 11.22 | 4.54 | |
| DGGIE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.09 | 20.4987 | 73.9 | 88.74 | 11.78 | 4.84 | |
| GI-NASE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.09 | 17.3114 | 56.18 | 73.95 | 30.04 | 19.29 | |
| IGE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.09 | 17.0949 | 52.44 | 69.51 | 36.46 | 16.17 | |
| FEDLEAKE (local epoch)=20, N (local data size)=50, B (batch size)=10, T (total local steps)=1002025.09 | 16.8819 | 40.58 | 60.56 | 47.22 | 22.67 | |
| FEDLEAKE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.09 | 14.2647 | 33.46 | 56.36 | 49.23 | 31.96 | |
| IGE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.09 | 13.6449 | 39.73 | 60.93 | 42.86 | 31.02 | |
| GI-NASE (local epoch)=50, N (local data size)=50, B (batch size)=10, T (total local steps)=2502025.09 | 13.6155 | 43.5 | 65.27 | 36.88 | 33.32 |