Sub-class Unlearning on CIFAR-20 (test)
96.18ArSSD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSDmodel=ViT, subclass=RKT2026.02 | 96.18 | 22.83 | 3.45 | |
| retrainmodel=ViT, subclass=RKT2026.02 | 96.1 | 2.83 | 7.44 | |
| MaGAmodel=ViT, subclass=RKT2026.02 | 96.05 | 1.1 | 0 | |
| MaGAmodel=ViT, subclass=sea2026.02 | 96.05 | 12.76 | 0.2 | |
| baselinemodel=ViT, subclass=RKT2026.02 | 96.01 | 94.7 | 85.8 | |
| baselinemodel=ViT, subclass=sea2026.02 | 95.97 | 98.44 | 89.26 | |
| SSDmodel=ViT, subclass=sea2026.02 | 95.96 | 97.66 | 86.49 | |
| retrainmodel=ViT, subclass=sea2026.02 | 95.55 | 74.22 | 41.43 | |
| UNSIRmodel=ViT, subclass=sea2026.02 | 94.28 | 89.15 | 69.2 | |
| AMNCmodel=ViT, subclass=sea2026.02 | 93.82 | 17.97 | 0.22 | |
| UNSIRmodel=ViT, subclass=RKT2026.02 | 93.59 | 66.75 | 15.47 | |
| AMNCmodel=ViT, subclass=RKT2026.02 | 92.39 | 0.78 | 0.86 | |
| FTmodel=ViT, subclass=RKT2026.02 | 88.61 | 5.12 | 19.41 | |
| FTmodel=ViT, subclass=sea2026.02 | 88.47 | 81.68 | 43.27 | |
| FTmodel=RN18, subclass=sea2026.02 | 85.85 | 76.14 | 66.05 | |
| retrainmodel=RN18, subclass=RKT2026.02 | 83.55 | 1.39 | 22.4 | |
| retrainmodel=RN18, subclass=sea2026.02 | 82.95 | 77.34 | 56.67 | |
| baselinemodel=RN18, subclass=RKT2026.02 | 82.93 | 81.51 | 84.43 | |
| MaGAmodel=RN18, subclass=sea2026.02 | 82.8 | 84.38 | 66.68 | |
| baselinemodel=RN18, subclass=sea2026.02 | 82.79 | 97.66 | 87.1 | |
| MaGAmodel=RN18, subclass=RKT2026.02 | 82.44 | 4.51 | 4.8 | |
| SSDmodel=RN18, subclass=sea2026.02 | 82.41 | 86.02 | 54.65 | |
| SSDmodel=RN18, subclass=RKT2026.02 | 82.36 | 5.9 | 5.85 | |
| AMNCmodel=RN18, subclass=sea2026.02 | 82.06 | 35.76 | 4 | |
| AMNCmodel=RN18, subclass=RKT2026.02 | 81.89 | 0 | 9.41 | |
| UNSIRmodel=RN18, subclass=RKT2026.02 | 81.5 | 60.85 | 43.6 | |
| UNSIRmodel=RN18, subclass=sea2026.02 | 81.14 | 95.49 | 86.6 | |
| FTmodel=RN18, subclass=RKT2026.02 | 73.57 | 15.36 | 12.29 |