Image Classification on CIFAR-10 standard (Retain)
95.37AccuracyRetain-only Retrain
Evaluation results
| Method | Links | |
|---|---|---|
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=32026.04 | 95.37 | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=32026.04 | 95.24 | |
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=12026.04 | 94.74 | |
| SalUnEvaluation Level=Output, Number of unlearned classes=32026.04 | 94.43 | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=12026.04 | 94.26 | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 94.14 | |
| Random-labelEvaluation Level=Output, Number of unlearned classes=32026.04 | 94.14 | |
| SVDEvaluation Level=Output, Number of unlearned classes=32026.04 | 94.05 | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 94.03 | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=32026.04 | 94.03 | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 94.02 | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=12026.04 | 94 | |
| OriginalEvaluation Level=Output, Number of unlearned classes=32026.04 | 94 | |
| OriginalEvaluation Level=Output, Number of unlearned classes=12026.04 | 93.98 | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 93.94 | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=32026.04 | 93.8 | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=12026.04 | 93.7 | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=32026.04 | 93.61 | |
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=12026.04 | 93.31 | |
| NegGrad+Evaluation Level=Output, Number of unlearned classes=32026.04 | 93.29 | |
| SVDEvaluation Level=NCC, Number of unlearned classes=32026.04 | 93.23 | |
| SalUnEvaluation Level=Output, Number of unlearned classes=12026.04 | 93.19 | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 93.05 | |
| Random-labelEvaluation Level=Output, Number of unlearned classes=12026.04 | 92.93 | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 92.89 | |
| UNSIREvaluation Level=Output, Number of unlearned classes=32026.04 | 92.87 | |
| NegGrad+Evaluation Level=Output, Number of unlearned classes=12026.04 | 92.85 | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 92.65 | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 92.45 | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 92.43 | |
| Random-labelEvaluation Level=NCC, Number of unlearned classes=12026.04 | 92.25 | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 92.14 | |
| SVDEvaluation Level=Output, Number of unlearned classes=12026.04 | 92.02 | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=32026.04 | 91.99 | |
| Random-labelEvaluation Level=NCC, Number of unlearned classes=32026.04 | 91.92 | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 91.88 | |
| UNSIREvaluation Level=Output, Number of unlearned classes=12026.04 | 91.84 | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 91.71 | |
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=32026.04 | 91.37 | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=12026.04 | 91.37 | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=12026.04 | 91.33 | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=12026.04 | 91.31 | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 90.49 | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 90.44 | |
| SVDEvaluation Level=NCC, Number of unlearned classes=12026.04 | 90.11 | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=12026.04 | 89.96 | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=32026.04 | 89.73 | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=12026.04 | 89.73 | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 89.71 | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 88.21 | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 88.18 | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=32026.04 | 87.73 | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=32026.04 | 87.28 | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 85.64 |