Single-class Unlearning on CIFAR-100 (test)
87.59Acc_ftOriginal Model
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Original ModelBackbone=ViT-Small, Rank=322026.06 | 87.59 | — | — | 90.44 | — | 81.6 | |
| FinetuneBackbone=ViT-Small, Rank=322026.06 | 41 | — | — | 86.1 | — | 72.8 | |
| RetrainBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 85.86 | — | 30.8 | |
| Random LabelsBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 79.95 | — | 0 | |
| Gradient AscentBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 53.95 | — | 0 | |
| DeleteBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 82.88 | — | 0.6 | |
| Bad TeacherBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 82.99 | — | 0.2 | |
| Boundary ExpandBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 82.42 | — | 99.4 | |
| Boundary ShrinkBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 82.43 | — | 3.8 | |
| SalUnBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 83.01 | — | 1 | |
| L2ULBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 45.37 | — | 0 | |
| UNSIRBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 64.77 | — | 26.6 | |
| AmnesiacBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 88.07 | — | 1 | |
| TrustEraseBackbone=ViT-Small, Rank=322026.06 | 0 | — | — | 88.35 | — | 26 |