Image Classification on CIFAR-100 standard (Retain)
76.5AccuracyRetain-only Retrain
Evaluation results
| Method | Links | |
|---|---|---|
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=102026.04 | 76.5 | |
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=12026.04 | 76.01 | |
| OriginalEvaluation Level=Output, Number of unlearned classes=12026.04 | 74.61 | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=102026.04 | 74.56 | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 74.53 | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=102026.04 | 74.53 | |
| OriginalEvaluation Level=Output, Number of unlearned classes=102026.04 | 74.47 | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=12026.04 | 74.4 | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 74.38 | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=102026.04 | 74.28 | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 74.09 | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=12026.04 | 74.08 | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=102026.04 | 74.08 | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=12026.04 | 74.04 | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 73.97 | |
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=12026.04 | 73.9 | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 73.89 | |
| UNSIREvaluation Level=Output, Number of unlearned classes=12026.04 | 73.77 | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 73.69 | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=12026.04 | 73.67 | |
| UNSIREvaluation Level=Output, Number of unlearned classes=102026.04 | 73.58 | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=12026.04 | 73.51 | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 73.4 | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 73.38 | |
| SVDEvaluation Level=NCC, Number of unlearned classes=102026.04 | 73.33 | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 73.26 | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 73.14 | |
| SVDEvaluation Level=Output, Number of unlearned classes=102026.04 | 73.1 | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 73.08 | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 73.05 | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=12026.04 | 73.05 | |
| SalUnEvaluation Level=Output, Number of unlearned classes=12026.04 | 72.96 | |
| SalUnEvaluation Level=Output, Number of unlearned classes=102026.04 | 72.92 | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=12026.04 | 72.65 | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 72.55 | |
| Random-labelEvaluation Level=NCC, Number of unlearned classes=12026.04 | 72.38 | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=102026.04 | 72.35 | |
| Random-labelEvaluation Level=Output, Number of unlearned classes=12026.04 | 72.33 | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 72.2 | |
| Random-labelEvaluation Level=Output, Number of unlearned classes=102026.04 | 72.19 | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 72.15 | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 72.1 | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 72.08 | |
| SVDEvaluation Level=NCC, Number of unlearned classes=12026.04 | 71.81 | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=12026.04 | 71.58 | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=102026.04 | 71.26 | |
| SVDEvaluation Level=Output, Number of unlearned classes=12026.04 | 71.09 | |
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=102026.04 | 70.98 | |
| NegGrad+Evaluation Level=Output, Number of unlearned classes=102026.04 | 70.8 | |
| Random-labelEvaluation Level=NCC, Number of unlearned classes=102026.04 | 70.67 | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=102026.04 | 70.62 | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=102026.04 | 70.08 | |
| NegGrad+Evaluation Level=Output, Number of unlearned classes=12026.04 | 69.9 | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=102026.04 | 69.34 |