Deep Leakage Defense on STL
100SSIMGround Truth
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Ground TruthBackbone=ResNet18, Batch size=8, Attack Method=SME2026.01 | 100 | 0 | — | 0 | 3.745 | 1 | 56 | |
| NoneBackbone=ResNet18, Batch size=8, Attack Method=SME2026.01 | 48.6 | 0.114 | 17.008 | 0.373 | 3.478 | 1 | 56 | |
| ClippingBackbone=ResNet18, Batch size=8, Attack Method=SME2026.01 | 29.7 | 2.022 | 13.832 | 0.558 | 1.765 | 1.03 | 50 | |
| Gaussian NoiseBackbone=ResNet18, Batch size=8, Attack Method=SME2026.01 | 19 | 1.345 | 13.154 | 0.629 | 1.7 | 1.02 | 48 | |
| CompressionBackbone=ResNet18, Batch size=8, Attack Method=SME2026.01 | 15.9 | 1.392 | 12.457 | 0.514 | 1.493 | 1.2 | 44 | |
| DCSBackbone=ResNet18, Batch size=8, Attack Method=SME2026.01 | 15.4 | 2.375 | 12.137 | 0.593 | 1.657 | 4.18 | 45 | |
| SpooFLBackbone=ResNet18, Batch size=8, Attack Method=SME2026.01 | 14 | 2.948 | 12.551 | 0.636 | 1.699 | 1 | 48 |