Image Classification on Tiny-ImageNet standard (Retain)
66.52AccuracyRetain-only Retrain
Evaluation results
| Method | Links | |
|---|---|---|
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=12026.04 | 66.52 | |
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=202026.04 | 66.38 | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 65.9 | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=202026.04 | 65.6 | |
| SalUnEvaluation Level=Output, Number of unlearned classes=12026.04 | 65.49 | |
| Random-labelEvaluation Level=Output, Number of unlearned classes=12026.04 | 65.48 | |
| UNSIREvaluation Level=Output, Number of unlearned classes=202026.04 | 65.46 | |
| SVDEvaluation Level=Output, Number of unlearned classes=202026.04 | 65.45 | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=12026.04 | 65.43 | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=202026.04 | 65.3 | |
| OriginalEvaluation Level=Output, Number of unlearned classes=12026.04 | 65.27 | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=12026.04 | 65.26 | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 65.21 | |
| OriginalEvaluation Level=Output, Number of unlearned classes=202026.04 | 65.15 | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 65.1 | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 64.97 | |
| Random-labelEvaluation Level=Output, Number of unlearned classes=202026.04 | 64.85 | |
| UNSIREvaluation Level=Output, Number of unlearned classes=12026.04 | 64.66 | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=12026.04 | 64.65 | |
| SVDEvaluation Level=NCC, Number of unlearned classes=12026.04 | 64.65 | |
| SalUnEvaluation Level=Output, Number of unlearned classes=202026.04 | 64.63 | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=202026.04 | 64.56 | |
| SVDEvaluation Level=NCC, Number of unlearned classes=202026.04 | 64.56 | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 64.44 | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 64.44 | |
| SVDEvaluation Level=Output, Number of unlearned classes=12026.04 | 64.43 | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=12026.04 | 64.37 | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 64.07 | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 64.07 | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 64.05 | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=12026.04 | 64 | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=202026.04 | 63.9 | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 63.88 | |
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=12026.04 | 63.57 | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=12026.04 | 63.33 | |
| Random-labelEvaluation Level=NCC, Number of unlearned classes=12026.04 | 63.2 | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=12026.04 | 63.16 | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 63.1 | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 63.03 | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 62.87 | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 62.87 | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 62.02 | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 61.86 | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=202026.04 | 61.8 | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=202026.04 | 61.41 | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=202026.04 | 60.75 | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 60.43 | |
| Random-labelEvaluation Level=NCC, Number of unlearned classes=202026.04 | 59.42 | |
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=202026.04 | 59.37 | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=202026.04 | 59.07 | |
| NegGrad+Evaluation Level=Output, Number of unlearned classes=202026.04 | 59.06 | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=12026.04 | 59.01 | |
| NegGrad+Evaluation Level=Output, Number of unlearned classes=12026.04 | 57.96 | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=202026.04 | 56.45 |