Sub-class Machine Unlearning on CIFAR-20
83.1ArMeGU
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MeGUmodel=RN18, subclass=snail2026.02 | 83.1 | 50.27 | 4.33 | |
| baselinemodel=RN18, subclass=snail2026.02 | 83 | 69.88 | 84.5 | |
| baselinemodel=RN18, subclass=fox2026.02 | 82.96 | 72.4 | 82.46 | |
| baselinemodel=RN18, subclass=whale2026.02 | 82.9 | 77.08 | 85.86 | |
| AMNCmodel=RN18, subclass=snail2026.02 | 82.8 | 9.9 | 10.05 | |
| baselinemodel=RN18, subclass=SCP2026.02 | 82.8 | 90.36 | 91.49 | |
| SSDmodel=RN18, subclass=snail2026.02 | 82.77 | 6.68 | 4.8 | |
| MeGUmodel=RN18, subclass=whale2026.02 | 82.74 | 72.55 | 26.71 | |
| SSDmodel=RN18, subclass=whale2026.02 | 82.67 | 72.57 | 61.42 | |
| baselinemodel=RN18, subclass=beetle2026.02 | 82.63 | 82.64 | 88.43 | |
| retrainmodel=RN18, subclass=fox2026.02 | 82.4 | 6.08 | 5.6 | |
| MeGUmodel=RN18, subclass=beetle2026.02 | 82.37 | 70.4 | 6.26 | |
| retrainmodel=RN18, subclass=beetle2026.02 | 82.35 | 67.71 | 20.26 | |
| AMNCmodel=RN18, subclass=SCP2026.02 | 82.35 | 5.12 | 4.28 | |
| MeGUmodel=RN18, subclass=fox2026.02 | 82.32 | 13.12 | 3.7 | |
| MeGUmodel=RN18, subclass=SCP2026.02 | 82.29 | 69.14 | 3.94 | |
| AMNCmodel=RN18, subclass=beetle2026.02 | 82.2 | 40.97 | 9.4 | |
| retrainmodel=RN18, subclass=whale2026.02 | 82.09 | 67.27 | 36.47 | |
| AMNCmodel=RN18, subclass=whale2026.02 | 82.08 | 20.92 | 3.87 | |
| retrainmodel=RN18, subclass=SCP2026.02 | 82.08 | 67.53 | 16.2 | |
| UNSIRmodel=RN18, subclass=fox2026.02 | 82.06 | 56.68 | 35.43 | |
| UNSIRmodel=RN18, subclass=beetle2026.02 | 82 | 76.13 | 71 | |
| AMNCmodel=RN18, subclass=fox2026.02 | 81.98 | 4.34 | 14.61 | |
| retrainmodel=RN18, subclass=snail2026.02 | 81.97 | 37.59 | 9.47 | |
| UNSIRmodel=RN18, subclass=whale2026.02 | 81.66 | 79.08 | 77.8 | |
| SSDmodel=RN18, subclass=SCP2026.02 | 81.62 | 7.46 | 5.45 | |
| UNSIRmodel=RN18, subclass=SCP2026.02 | 81.39 | 82.12 | 56.02 | |
| UNSIRmodel=RN18, subclass=snail2026.02 | 80.98 | 55.3 | 47.22 | |
| SSDmodel=RN18, subclass=beetle2026.02 | 80.1 | 0.78 | 8.81 | |
| SSDmodel=RN18, subclass=fox2026.02 | 79.9 | 0 | 21.8 | |
| FTmodel=RN18, subclass=snail2026.02 | 75.49 | 16.32 | 16.57 | |
| FTmodel=RN18, subclass=whale2026.02 | 74.81 | 61.37 | 54.39 | |
| FTmodel=RN18, subclass=SCP2026.02 | 74 | 61.02 | 33 | |
| FTmodel=RN18, subclass=beetle2026.02 | 73.23 | 72.05 | 58.64 | |
| FTmodel=RN18, subclass=fox2026.02 | 71.5 | 17.71 | 15.66 |