Image Classification Unlearning on CIFAR-100 50% random data forgetting
5.74MIA (Membership Inference Attack)BARRIER
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BARRIERBackbone=ResNet-18, TParams=0.46%2026.05 | 5.74 | — | — | — | — | 2.5 | 97.51 | 76.26 | |
| GABackbone=ResNet-18, TParams=100%2026.05 | 5.92 | — | — | — | — | 2.61 | 97.49 | 75.27 | |
| BSBackbone=ResNet-18, TParams=100%2026.05 | 8.76 | — | — | — | — | 2.99 | 97.24 | 73.38 | |
| BEBackbone=ResNet-18, TParams=100%2026.05 | 8.85 | — | — | — | — | 2.76 | 97.39 | 74.05 | |
| FTBackbone=ResNet-18, TParams=100%2026.05 | 10.71 | — | — | — | — | 2.71 | 99.96 | 75.11 | |
| SEMUBackbone=ResNet-18, TParams=1.18%2026.05 | 12.25 | — | — | — | — | 3.8 | 96.44 | 71.24 | |
| SEMU-remainBackbone=ResNet-18, TParams=1.44%2026.05 | 17.11 | — | — | — | — | 7.92 | 92.37 | 67.16 | |
| IUBackbone=ResNet-18, TParams=100%2026.05 | 17.54 | — | — | — | — | 12.64 | 87.96 | 62.76 | |
| l1-sparseBackbone=ResNet-18, TParams=100%2026.05 | 40.43 | — | — | — | — | 39.86 | 78.17 | 55.65 | |
| SalUnBackbone=ResNet-18, TParams=50%2026.05 | 59.47 | — | — | — | — | 26.17 | 94.04 | 61.39 | |
| RetrainBackbone=ResNet-18, TParams=100%2026.05 | 61.15 | — | — | — | — | 32.69 | 99.99 | 67.22 | |
| FTBackbone=ResNet2026.04 | 71.4 | 99.3 | 83.7 | 70.5 | 4.2 | — | — | — | |
| IEU w/GABackbone=ResNet2026.04 | 71.4 | 98.7 | 81.2 | 68 | 4.2 | — | — | — | |
| RetrainingBackbone=ResNet2026.04 | 71.6 | 100 | 68.1 | 70.1 | 0 | — | — | — | |
| IEU w/NoisyBackbone=ResNet2026.04 | 71.7 | 96.7 | 72.2 | 66.6 | 2.8 | — | — | — | |
| IEU w/GA+NoisyBackbone=ResNet2026.04 | 72 | 97.1 | 71 | 66 | 2.6 | — | — | — | |
| SalUn-softBackbone=ResNet-18, TParams=50%2026.05 | 77.9 | — | — | — | — | 23.26 | 98.32 | 63.08 | |
| RLBackbone=ResNet2026.04 | 79 | 98.8 | 62.8 | 62 | 5.5 | — | — | — | |
| SCRUBBackbone=ResNet2026.04 | 80.1 | 99.6 | 88.2 | 71.5 | 7.6 | — | — | — | |
| SALUNBackbone=ResNet2026.04 | 80.6 | 67.9 | 49.7 | 48.6 | 20.2 | — | — | — | |
| RLBackbone=ResNet-18, TParams=100%2026.05 | 95.91 | — | — | — | — | 50.52 | 99.47 | 56.75 |