Machine Unlearning on SVHN (30% Random Forgetting)
100RAFT
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FTBackbone=ResNet-18, Forget Rate=30%2026.04 | 100 | 4.73 | 0.19 | 4 | 4 | 0.28 | 0.05 | 0.48 | |
| CF-kBackbone=ResNet-18, Forget Rate=30%2026.04 | 100 | 4.79 | 0.19 | 5 | 5 | 0.1 | 0.06 | 0.55 | |
| RetrainedBackbone=ResNet-18, Forget Rate=30%2026.04 | 100 | 94.72 | 0.25 | 50 | 50 | — | — | — | |
| EU-kBackbone=ResNet-18, Forget Rate=30%2026.04 | 99.98 | 4.76 | 0.18 | 5 | 5 | 0.19 | 0.07 | 0.56 | |
| SalUnBackbone=ResNet-18, Forget Rate=30%2026.04 | 99.65 | 1.84 | 0.09 | 2 | 2 | 0.22 | 0.06 | 0.55 | |
| FisherBackbone=ResNet-18, Forget Rate=30%2026.04 | 99.62 | 0.09 | 0 | 1 | 1 | 2.12 | 0.07 | 0.56 | |
| RELOADBackbone=ResNet-18, Forget Rate=30%2026.04 | 99.58 | 0.08 | 0.01 | 0 | 0 | 0.11 | 0.12 | 0.53 | |
| SCRUBBackbone=ResNet-18, Forget Rate=30%2026.04 | 97.23 | 0.49 | 0.02 | 0 | 0 | 0.08 | 0.06 | 0.65 | |
| GABackbone=ResNet-18, Forget Rate=30%2026.04 | 36.7 | 59.35 | 6.22 | 2 | 2 | 0.01 | 0.06 | 0.66 | |
| SSDBackbone=ResNet-18, Forget Rate=30%2026.04 | 20.64 | 75.32 | 1.89 | 1 | 1 | 0.01 | 8.3 | 7.83 |