Machine Unlearning on ImageNet Class Forgetting 3-class average
98.1Utility Score (Au)Original
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OriginalArchitecture=ViT2025.03 | 98.1 | 94.17 | 81.06 | — | |
| FISHERArchitecture=ViT2025.03 | 98.02 | 94.14 | 80.99 | 60.5 | |
| FTArchitecture=ViT2025.03 | 91.97 | 99.92 | 74.07 | — | |
| OriginalArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 91.76 | 79.15 | 69.76 | — | |
| FISHERArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 91.64 | 79.03 | 69.64 | 65.7 | |
| InfluenceArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 78.82 | 78.9 | 69.52 | 56.6 | |
| FTArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 78.02 | 94.28 | 67.39 | — | |
| SCRUBArchitecture=ViT2025.03 | 45.82 | 96.18 | 75.81 | 31.4 | |
| NegGrad+Architecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 28.92 | 75.94 | 67.1 | 22.6 | |
| NegGradArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 22.53 | 74.81 | 66.11 | 18.7 | |
| InfluenceArchitecture=ViT2025.03 | 15.28 | 91.54 | 78.13 | 11.2 | |
| GDR-GMAArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 0.74 | 99.22 | 64.74 | 4.3 | |
| SCRUBArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 0.53 | 83.61 | 69.42 | 0.6 | |
| OrthoGradArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 0.48 | 77.24 | 67.25 | 2.1 | |
| NegGradArchitecture=ViT2025.03 | 0.41 | 89.63 | 76.53 | 3 | |
| GDR-GMAArchitecture=ViT2025.03 | 0.15 | 97.56 | 77.03 | 2.5 | |
| OrthoGradArchitecture=ViT2025.03 | 0.1 | 94.26 | 80.73 | 0.2 | |
| NegGrad+Architecture=ViT2025.03 | 0.05 | 90.67 | 77.17 | 2.4 | |
| RetrainArchitecture=ViT2025.03 | 0 | 95.08 | 3.29 | — | |
| DUCKArchitecture=ViT2025.03 | 0 | 99.39 | 70.68 | 6.4 | |
| SSDArchitecture=ViT2025.03 | 0 | 94.22 | 80.9 | 0.1 | |
| SCARArchitecture=ViT2025.03 | 0 | 93.26 | 76.85 | 2.6 | |
| RetrainArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 0 | 84.6 | 5.34 | — | |
| DUCKArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 0 | 99.94 | 61.37 | 6 | |
| SSDArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 0 | 78.65 | 69.14 | 0.4 | |
| SCARArchitecture=ResNet18, Evaluation Protocol=Class Forgetting2025.03 | 0 | 76.47 | 65.17 | 3.3 |