Image Classification on CIFAR-100 standard (Forget)
87.2Accuracy (CIFAR-100 Forget)Random-label
Evaluation results
| Method | Links | |
|---|---|---|
| Random-labelEvaluation Level=NCC, Number of unlearned classes=12026.04 | 87.2 | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=12026.04 | 85.6 | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 85.2 | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 79 | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 77.8 | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 75.9 | |
| OriginalEvaluation Level=Output, Number of unlearned classes=102026.04 | 75.88 | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=102026.04 | 75.68 | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 75 | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=12026.04 | 75 | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 74.5 | |
| OriginalEvaluation Level=Output, Number of unlearned classes=12026.04 | 74.4 | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 74.08 | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 73.8 | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 73.6 | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=102026.04 | 73.56 | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=12026.04 | 73.2 | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 72.66 | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 72.4 | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=12026.04 | 72.4 | |
| SVDEvaluation Level=NCC, Number of unlearned classes=102026.04 | 72.22 | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 72.08 | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=12026.04 | 71 | |
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=12026.04 | 70.4 | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 67.64 | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 67.2 | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 67 | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 66.92 | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=102026.04 | 64.96 | |
| SVDEvaluation Level=NCC, Number of unlearned classes=12026.04 | 64.8 | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=102026.04 | 63.34 | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 62.32 | |
| Random-labelEvaluation Level=NCC, Number of unlearned classes=102026.04 | 62.22 | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 60.94 | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=102026.04 | 59.24 | |
| SVDEvaluation Level=Output, Number of unlearned classes=102026.04 | 55.56 | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=102026.04 | 53.58 | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=12026.04 | 53.2 | |
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=102026.04 | 43.18 | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=12026.04 | 41.4 | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=102026.04 | 41.24 | |
| UNSIREvaluation Level=Output, Number of unlearned classes=102026.04 | 14.58 | |
| UNSIREvaluation Level=Output, Number of unlearned classes=12026.04 | 3.8 | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=102026.04 | 0.32 | |
| NegGrad+Evaluation Level=Output, Number of unlearned classes=102026.04 | 0.28 | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=12026.04 | 0.2 | |
| SalUnEvaluation Level=Output, Number of unlearned classes=102026.04 | 0.06 | |
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=12026.04 | 0 | |
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=102026.04 | 0 | |
| NegGrad+Evaluation Level=Output, Number of unlearned classes=12026.04 | 0 | |
| SVDEvaluation Level=Output, Number of unlearned classes=12026.04 | 0 | |
| Random-labelEvaluation Level=Output, Number of unlearned classes=12026.04 | 0 | |
| Random-labelEvaluation Level=Output, Number of unlearned classes=102026.04 | 0 | |
| SalUnEvaluation Level=Output, Number of unlearned classes=12026.04 | 0 |