Class-level unlearning on CIFAR100
78.01Retain AccuracyRetrain
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RetrainNumber of forgotten classes=32026.05 | 78.01 | 0 | |
| LB-HRNumber of forgotten classes=32026.05 | 77.81 | 0 | |
| TS-BGMNumber of forgotten classes=32026.05 | 77.78 | 0 | |
| TS-BGRMNumber of forgotten classes=32026.05 | 77.78 | 0 | |
| BiasShiftNumber of forgotten classes=32026.05 | 77.73 | 0 | |
| OriginalNumber of forgotten classes=32026.05 | 77.41 | 70.33 | |
| RetrainNumber of forgotten classes=12026.05 | 77.18 | 0 | |
| NegGrad+Number of forgotten classes=32026.05 | 76.87 | 0 | |
| TS-BGMNumber of forgotten classes=12026.05 | 76.67 | 0 | |
| TS-BGRMNumber of forgotten classes=12026.05 | 76.67 | 0 | |
| BiasShiftNumber of forgotten classes=12026.05 | 76.56 | 0 | |
| SCRUBNumber of forgotten classes=32026.05 | 76.54 | 0 | |
| Random-labelNumber of forgotten classes=32026.05 | 76.5 | 1.33 | |
| OriginalNumber of forgotten classes=12026.05 | 76.49 | 76 | |
| LB-HRNumber of forgotten classes=12026.05 | 76.45 | 0 | |
| SFNumber of forgotten classes=32026.05 | 76.11 | 0 | |
| Random-labelNumber of forgotten classes=12026.05 | 75.91 | 0 | |
| SalUnNumber of forgotten classes=12026.05 | 75.33 | 0 | |
| SSDNumber of forgotten classes=32026.05 | 75.21 | 0 | |
| SFNumber of forgotten classes=12026.05 | 75.16 | 1 | |
| SCRUBNumber of forgotten classes=12026.05 | 74.58 | 0 | |
| NegGrad+Number of forgotten classes=12026.05 | 74.51 | 0 | |
| SSDNumber of forgotten classes=12026.05 | 74.28 | 0 | |
| UNSIRNumber of forgotten classes=32026.05 | 74.07 | 0.66 | |
| SalUnNumber of forgotten classes=32026.05 | 73.96 | 0.33 | |
| UNSIRNumber of forgotten classes=12026.05 | 73.61 | 5 | |
| FTNumber of forgotten classes=32026.05 | 71.89 | 0 | |
| FTNumber of forgotten classes=12026.05 | 71.77 | 3 |