Single-class Unlearning on CIFAR-10 (test)
98.52Accuracy (Retain)Delete
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DeleteBackbone=ViT-Small, Rank=322026.06 | 98.52 | 0 | — | — | — | — | — | — | — | 0 | |
| Bad TeacherBackbone=ViT-Small, Rank=322026.06 | 98.24 | 32.4 | — | — | — | — | — | — | — | 0 | |
| SalUnBackbone=ViT-Small, Rank=322026.06 | 98.19 | 8.2 | — | — | — | — | — | — | — | 0 | |
| Boundary ExpandBackbone=ViT-Small, Rank=322026.06 | 97.78 | 0.4 | — | — | — | — | — | — | — | 0 | |
| FinetuneBackbone=ViT-Small, Rank=322026.06 | 97.13 | 0.3 | — | — | — | — | — | — | — | 25.2 | |
| Original ModelBackbone=ViT-Small, Rank=322026.06 | 97.11 | 98.63 | — | — | — | — | — | — | — | 96.3 | |
| TrustEraseBackbone=ViT-Small, Rank=322026.06 | 96.82 | 0 | — | — | — | — | — | — | — | 22 | |
| Random LabelsBackbone=ViT-Small, Rank=322026.06 | 96.66 | 5 | — | — | — | — | — | — | — | 0 | |
| AmnesiacBackbone=ViT-Small, Rank=322026.06 | 96.51 | 0 | — | — | — | — | — | — | — | 0.9 | |
| RetrainBackbone=ViT-Small, Rank=322026.06 | 96.5 | 0 | — | — | — | — | — | — | — | 14 | |
| Boundary ShrinkBackbone=ViT-Small, Rank=322026.06 | 95.7 | 41.8 | — | — | — | — | — | — | — | 4.8 | |
| OriginalBackbone=ViT-L/162026.04 | 94.05 | — | — | — | — | — | 94.23 | 10.87 | — | — | |
| GPPUBackbone=ViT-L/162026.04 | 93.52 | — | — | — | — | — | 0.12 | 96.6 | 0.3 | 57.9 | |
| OriginalBackbone=ResNet-502026.04 | 93.31 | — | — | — | — | — | 93.52 | 12.12 | — | — | |
| PBUBackbone=ViT-L/162026.04 | 92.09 | — | — | — | — | — | 5.68 | 93.19 | 4.6 | 58.5 | |
| GPPUBackbone=ResNet-502026.04 | 90.92 | — | — | — | — | — | 0.25 | 95.47 | 0.6 | 58.8 | |
| PBUBackbone=ResNet-502026.04 | 90.28 | — | — | — | — | — | 6.02 | 92.41 | 4.9 | 59.4 | |
| SalUnBackbone=ViT-L/162026.04 | 86.41 | — | — | — | — | — | 12.41 | 84.15 | 12.5 | 59.2 | |
| SalUnBackbone=ResNet-502026.04 | 85.42 | — | — | — | — | — | 13.51 | 83.15 | 12.1 | 59.9 | |
| NGBackbone=ViT-L/162026.04 | 80.58 | — | — | — | — | — | 43.47 | 66.45 | 34.6 | 63 | |
| NGBackbone=ResNet-502026.04 | 79.23 | — | — | — | — | — | 41.12 | 67.81 | 36.5 | 64.8 | |
| GABackbone=ResNet-502026.04 | 78.41 | — | — | — | — | — | 27.33 | 74.12 | 64.8 | 63.1 | |
| GABackbone=ViT-L/162026.04 | 77.89 | — | — | — | — | — | 24.62 | 76.61 | 62.3 | 61.2 | |
| FFBackbone=ViT-L/162026.04 | 73.53 | — | — | — | — | — | 27.36 | 73.08 | 21.9 | 59.8 | |
| FFBackbone=ResNet-502026.04 | 71.89 | — | — | — | — | — | 26.47 | 74.24 | 22.8 | 60.4 | |
| L2ULBackbone=ViT-Small, Rank=322026.06 | 68.33 | 0 | — | — | — | — | — | — | — | 0 | |
| BTBackbone=ResNet-502026.04 | 67.33 | — | — | — | — | — | 35.74 | 65.18 | 40.1 | 66.3 | |
| BTBackbone=ViT-L/162026.04 | 65.4 | — | — | — | — | — | 36.85 | 64.26 | 38.9 | 65.4 | |
| UNSIRBackbone=ViT-Small, Rank=322026.06 | 22.76 | 0 | — | — | — | — | — | — | — | 39.3 | |
| Gradient AscentBackbone=ViT-Small, Rank=322026.06 | 21.42 | 0 | — | — | — | — | — | — | — | 0 |