Task Unlearning on 8 vision tasks
58.9Target AccuracyRandProj
Evaluation results
| Method | Links | |
|---|---|---|
| RandProjBackbone=ViT-L/14, Basis Ratio (M)=50%2025.02 | 58.9 | |
| RandProjBackbone=ViT-B/16, Basis Ratio (M)=50%2025.02 | 49.4 | |
| RandProjBackbone=ViT-B/32, Basis Ratio (M)=50%2025.02 | 48.2 | |
| PCABackbone=ViT-B/32, Basis Ratio (M)=50%2025.02 | 31.9 | |
| AEBackbone=ViT-B/32, Basis Ratio (M)=50%2025.02 | 30.7 | |
| AEBackbone=ViT-L/14, Basis Ratio (M)=50%2025.02 | 27 | |
| AEBackbone=ViT-B/16, Basis Ratio (M)=50%2025.02 | 25.5 | |
| TABackbone=ViT-B/32, Basis Ratio (M)=50%2025.02 | 24 | |
| TABackbone=ViT-B/16, Basis Ratio (M)=50%2025.02 | 21.3 | |
| TABackbone=ViT-L/14, Basis Ratio (M)=50%2025.02 | 19 | |
| PCABackbone=ViT-B/16, Basis Ratio (M)=50%2025.02 | 19 | |
| PCABackbone=ViT-L/14, Basis Ratio (M)=50%2025.02 | 17.8 | |
| Gradient AscentBackbone=ViT-L/14, Basis Ratio (M)=50%2025.02 | 3.9 | |
| Gradient AscentBackbone=ViT-B/32, Basis Ratio (M)=50%2025.02 | 2.7 | |
| Gradient AscentBackbone=ViT-B/16, Basis Ratio (M)=50%2025.02 | 1.9 |