Class-level Unlearning on Tiny-ImageNet
66.73Retain AccuracyRetrain
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RetrainNumber of forgotten classes=32026.05 | 66.73 | 0 | |
| RetrainNumber of forgotten classes=12026.05 | 66.36 | 0 | |
| SalUnNumber of forgotten classes=12026.05 | 65.51 | 0 | |
| BiasShiftNumber of forgotten classes=32026.05 | 65.42 | 0 | |
| LB-HRNumber of forgotten classes=12026.05 | 65.37 | 0 | |
| Random-labelNumber of forgotten classes=12026.05 | 65.32 | 0 | |
| LB-HRNumber of forgotten classes=32026.05 | 65.32 | 0 | |
| BiasShiftNumber of forgotten classes=12026.05 | 65.26 | 0 | |
| OriginalNumber of forgotten classes=12026.05 | 65.18 | 52 | |
| Random-labelNumber of forgotten classes=32026.05 | 65.18 | 2 | |
| OriginalNumber of forgotten classes=32026.05 | 65.06 | 52.66 | |
| SalUnNumber of forgotten classes=32026.05 | 64.94 | 1.33 | |
| TS-BGMNumber of forgotten classes=12026.05 | 64.9 | 0 | |
| TS-BGRMNumber of forgotten classes=12026.05 | 64.9 | 0 | |
| TS-BGMNumber of forgotten classes=32026.05 | 64.57 | 0 | |
| TS-BGRMNumber of forgotten classes=32026.05 | 64.57 | 0 | |
| SSDNumber of forgotten classes=12026.05 | 64.06 | 0 | |
| SFNumber of forgotten classes=32026.05 | 63.85 | 2 | |
| NegGrad+Number of forgotten classes=32026.05 | 63.82 | 0 | |
| SFNumber of forgotten classes=12026.05 | 63.71 | 0 | |
| NegGrad+Number of forgotten classes=12026.05 | 63.68 | 0 | |
| UNSIRNumber of forgotten classes=12026.05 | 63.61 | 0 | |
| SSDNumber of forgotten classes=32026.05 | 63.38 | 0 | |
| UNSIRNumber of forgotten classes=32026.05 | 63.27 | 1.33 | |
| SCRUBNumber of forgotten classes=12026.05 | 63.12 | 0 | |
| SCRUBNumber of forgotten classes=32026.05 | 63.1 | 0 | |
| FTNumber of forgotten classes=12026.05 | 62.61 | 2 | |
| FTNumber of forgotten classes=32026.05 | 59.82 | 3.33 |