Machine Unlearning on CIFAR100 (BSC)
99.99BSCSSD
Evaluation results
| Method | Links | |
|---|---|---|
| SSDNumber of forgotten classes=32026.05 | 99.99 | |
| SSDNumber of forgotten classes=12026.05 | 99.98 | |
| OriginalNumber of forgotten classes=32026.05 | 99.87 | |
| TS-BGRMNumber of forgotten classes=32026.05 | 99.86 | |
| OriginalNumber of forgotten classes=12026.05 | 99.71 | |
| UNSIRNumber of forgotten classes=12026.05 | 99.46 | |
| TS-BGRMNumber of forgotten classes=12026.05 | 99.32 | |
| UNSIRNumber of forgotten classes=32026.05 | 98.98 | |
| LB-HRNumber of forgotten classes=12026.05 | 98.96 | |
| LB-HRNumber of forgotten classes=32026.05 | 98.84 | |
| Random-labelNumber of forgotten classes=12026.05 | 98.09 | |
| Random-labelNumber of forgotten classes=32026.05 | 97.84 | |
| RetrainNumber of forgotten classes=12026.05 | 97.62 | |
| FTNumber of forgotten classes=12026.05 | 97.51 | |
| RetrainNumber of forgotten classes=32026.05 | 97.5 | |
| FTNumber of forgotten classes=32026.05 | 97.01 | |
| SalUnNumber of forgotten classes=12026.05 | 96.65 | |
| SalUnNumber of forgotten classes=32026.05 | 96.54 | |
| NegGrad+Number of forgotten classes=32026.05 | 95.65 | |
| SCRUBNumber of forgotten classes=32026.05 | 95.39 | |
| SFNumber of forgotten classes=12026.05 | 91.95 | |
| TS-BGMNumber of forgotten classes=32026.05 | 89.75 | |
| SFNumber of forgotten classes=32026.05 | 89.68 | |
| TS-BGMNumber of forgotten classes=12026.05 | 89.64 | |
| NegGrad+Number of forgotten classes=12026.05 | 87.68 | |
| SCRUBNumber of forgotten classes=12026.05 | 85.26 | |
| BiasShiftNumber of forgotten classes=32026.05 | 4.76 | |
| BiasShiftNumber of forgotten classes=12026.05 | 3.84 |