Machine Unlearning on SVHN 10% Random Forgetting
99.99Retention Accuracy (RA)Retrained (Baseline)
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Retrained (Baseline)Backbone=VGG16-BN, Unlearning Scenario=10% Random Forgetting2026.04 | 99.99 | 95.08 | 0.24 | 0.5 | — | — | — | |
| SalUnBackbone=VGG16-BN, Unlearning Scenario=10% Random Forgetting2026.04 | 99.94 | 3.88 | 0.13 | 0.04 | 0.15 | 0.06 | 0.55 | |
| FisherBackbone=VGG16-BN, Unlearning Scenario=10% Random Forgetting2026.04 | 99.55 | 0.04 | 0 | 0 | 1.46 | 0.06 | 0.56 | |
| RELOADBackbone=VGG16-BN, Unlearning Scenario=10% Random Forgetting2026.04 | 99.5 | 0.65 | 0.04 | 0 | 0.26 | 0.12 | 0.53 | |
| SCRUBBackbone=VGG16-BN, Unlearning Scenario=10% Random Forgetting2026.04 | 98.43 | 4.5 | 0.22 | 0.03 | 0.02 | 0.06 | 0.66 | |
| GABackbone=VGG16-BN, Unlearning Scenario=10% Random Forgetting2026.04 | 98.4 | 4.43 | 0.21 | 0.03 | 0 | 0.06 | 0.65 | |
| CF-kBackbone=VGG16-BN, Unlearning Scenario=10% Random Forgetting2026.04 | 98.34 | 4.51 | 0.22 | 0.04 | 0.21 | 0.06 | 0.55 | |
| EU-kBackbone=VGG16-BN, Unlearning Scenario=10% Random Forgetting2026.04 | 98.34 | 4.51 | 0.22 | 0.04 | 0.21 | 0.06 | 0.56 | |
| FTBackbone=VGG16-BN, Unlearning Scenario=10% Random Forgetting2026.04 | 98.3 | 4.49 | 0.22 | 0.03 | 0.24 | 0.05 | 0.49 | |
| SSDBackbone=VGG16-BN, Unlearning Scenario=10% Random Forgetting2026.04 | 22.88 | 70.45 | 1.8 | 0.01 | 0 | 7.99 | 7.56 |