Machine Unlearning on ImageNet (random sampling)
79.04Utility Retention (Au)Original
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OriginalArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 79.04 | 79.2 | 69.76 | — | |
| NegGrad+Architecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 78.98 | 79.23 | 69.74 | 6.6 | |
| InfluenceArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 78.98 | 79.22 | 69.74 | 6.6 | |
| SCRUBArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 78.86 | 84.03 | 69.47 | 6.7 | |
| FISHERArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 78.85 | 78.96 | 69.59 | 6.6 | |
| FTArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 76.81 | 94.59 | 67.85 | — | |
| SSDArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 76.28 | 76.17 | 67.14 | 6.5 | |
| OrthoGradArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 69.95 | 82.27 | 67.59 | 1.6 | |
| NegGradArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 69.94 | 70.43 | 62.5 | 5.3 | |
| GDR-GMAArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 67.35 | 99.97 | 66.98 | 3.7 | |
| DUCKArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 67.22 | 99.88 | 61.87 | 7.4 | |
| SCARArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 64.41 | 75.51 | 61.2 | 10 | |
| RetrainArchitecture=ResNet18, Evaluation Protocol=Random Sampling2025.03 | 5.72 | 95.9 | 5.72 | — |