Image Classification on Tiny-ImageNet standard (Forget)
71.2AccuracyRetain-only Retrain
Evaluation results
| Method | Links | |
|---|---|---|
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=12026.04 | 71.2 | |
| Random-labelEvaluation Level=NCC, Number of unlearned classes=12026.04 | 69.2 | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=12026.04 | 68.8 | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 66.08 | |
| OriginalEvaluation Level=Output, Number of unlearned classes=202026.04 | 66.02 | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=202026.04 | 65 | |
| SVDEvaluation Level=NCC, Number of unlearned classes=202026.04 | 65 | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 63.82 | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 63.64 | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=202026.04 | 63.58 | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 61.2 | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 61.1 | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 60.8 | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 60.4 | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=12026.04 | 60.4 | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=12026.04 | 60 | |
| SVDEvaluation Level=NCC, Number of unlearned classes=12026.04 | 60 | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=12026.04 | 59.2 | |
| SVDEvaluation Level=Output, Number of unlearned classes=202026.04 | 59.02 | |
| OriginalEvaluation Level=Output, Number of unlearned classes=12026.04 | 58.8 | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 58 | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 58 | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 57.82 | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=12026.04 | 57.6 | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 56.9 | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 56.52 | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=202026.04 | 56.14 | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 56 | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 56 | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 55.6 | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 54.68 | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=202026.04 | 53.5 | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=202026.04 | 50.92 | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 46.4 | |
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=202026.04 | 44.3 | |
| Random-labelEvaluation Level=NCC, Number of unlearned classes=202026.04 | 42.72 | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=202026.04 | 39.7 | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=12026.04 | 37.6 | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=12026.04 | 37.6 | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=202026.04 | 36.78 | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 30.36 | |
| UNSIREvaluation Level=Output, Number of unlearned classes=202026.04 | 9.72 | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=202026.04 | 5.48 | |
| SalUnEvaluation Level=Output, Number of unlearned classes=202026.04 | 3.4 | |
| SVDEvaluation Level=Output, Number of unlearned classes=12026.04 | 2 | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=12026.04 | 1.2 | |
| Random-labelEvaluation Level=Output, Number of unlearned classes=202026.04 | 0.98 | |
| Random-labelEvaluation Level=Output, Number of unlearned classes=12026.04 | 0.4 | |
| SalUnEvaluation Level=Output, Number of unlearned classes=12026.04 | 0.4 | |
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=12026.04 | 0 | |
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=202026.04 | 0 | |
| NegGrad+Evaluation Level=Output, Number of unlearned classes=12026.04 | 0 | |
| NegGrad+Evaluation Level=Output, Number of unlearned classes=202026.04 | 0 | |
| UNSIREvaluation Level=Output, Number of unlearned classes=12026.04 | 0 |