Image Classification on CIFAR-10 (Forgetting Evaluation)
99.05AccuracySSD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SSDBackbone=ResNet-182025.03 | 99.05 | 7.33 | 4.94 | 74,600,000,000,000 | — | |
| BadTBackbone=ResNet-182025.03 | 98.52 | 6.8 | 2.32 | 569,000,000,000,000 | — | |
| FTBackbone=ResNet-182025.03 | 95.92 | 4.2 | 2.98 | 731,000,000,000,000 | — | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 94.02 | — | — | — | — | |
| SalUnBackbone=ResNet-182025.03 | 94.01 | 2.29 | 1.64 | 1,220,000,000,000,000 | — | |
| OriginalEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 94 | — | — | — | — | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=12026.04 | 93.99 | — | — | — | — | |
| OriginalEvaluation Level=Output, Number of unlearned classes=12026.04 | 93.98 | — | — | — | — | |
| OriginalEvaluation Level=Output, Number of unlearned classes=32026.04 | 93.94 | — | — | — | — | |
| OriginalEvaluation Level=NCC, Number of unlearned classes=32026.04 | 93.92 | — | — | — | — | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=12026.04 | 93.7 | — | — | — | — | |
| GABackbone=ResNet-182025.03 | 93.39 | 1.67 | 2.02 | 2,090,000,000,000,000 | — | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 92.57 | — | — | — | — | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 92.49 | — | — | — | — | |
| NoTBackbone=ResNet-182025.03 | 92.41 | 0.69 | 0.34 | 2,190,000,000,000,000 | — | |
| l1-sparseBackbone=ResNet-182025.03 | 91.94 | 0.22 | 0.19 | 2,980,000,000,000,000 | — | |
| RetrainBackbone=ResNet-182025.03 | 91.72 | 0 | 0 | 9,580,000,000,000,000 | — | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 90.44 | — | — | — | — | |
| Random-labelEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 90.25 | — | — | — | — | |
| Retain-only FTEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 89.71 | — | — | — | — | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=12026.04 | 89.63 | — | — | — | — | |
| SalUnEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 89.63 | — | — | — | — | |
| RandLBackbone=ResNet-182025.03 | 88.85 | 2.87 | 4.07 | 2,070,000,000,000,000 | — | |
| Retain-only FTEvaluation Level=NCC, Number of unlearned classes=32026.04 | 88.75 | — | — | — | — | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 85.29 | — | — | — | — | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 83.58 | — | — | — | — | |
| Random-labelEvaluation Level=NCC, Number of unlearned classes=12026.04 | 80.25 | — | — | — | — | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 78.23 | — | — | — | — | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 77.35 | — | — | — | — | |
| SCRUBEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 74.79 | — | — | — | — | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 73.91 | — | — | — | — | |
| Random-labelEvaluation Level=NCC, Number of unlearned classes=32026.04 | 73.22 | — | — | — | — | |
| SVDEvaluation Level=NCC, Number of unlearned classes=32026.04 | 72.32 | — | — | — | — | |
| UNSIREvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 70.59 | — | — | — | — | |
| SalUnEvaluation Level=NCC, Number of unlearned classes=32026.04 | 68.45 | — | — | — | — | |
| Retain-only RetrainEvaluation Level=Linear Probe, Number of unlearned classes=32026.04 | 67.33 | — | — | — | — | |
| NegGrad+Evaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 67.09 | — | — | — | — | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=12026.04 | 62.72 | — | — | — | — | |
| SVDEvaluation Level=Linear Probe, Number of unlearned classes=12026.04 | 61.8 | — | — | — | — | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=32026.04 | 59.17 | — | — | — | — | |
| SVDEvaluation Level=Output, Number of unlearned classes=32026.04 | 57.43 | — | — | — | — | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=12026.04 | 55.3 | — | — | — | — | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=32026.04 | 52.48 | — | — | — | — | |
| NegGrad+Evaluation Level=NCC, Number of unlearned classes=12026.04 | 52 | — | — | — | — | |
| UNSIREvaluation Level=NCC, Number of unlearned classes=32026.04 | 49.42 | — | — | — | — | |
| Retain-only FTEvaluation Level=Output, Number of unlearned classes=12026.04 | 47.67 | — | — | — | — | |
| SCRUBEvaluation Level=NCC, Number of unlearned classes=32026.04 | 47.52 | — | — | — | — | |
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=12026.04 | 47.06 | — | — | — | — | |
| Retain-only RetrainEvaluation Level=NCC, Number of unlearned classes=32026.04 | 37.07 | — | — | — | — | |
| SVDEvaluation Level=NCC, Number of unlearned classes=12026.04 | 34.54 | — | — | — | — | |
| UNSIREvaluation Level=Output, Number of unlearned classes=12026.04 | 0.48 | — | — | — | — | |
| NegGrad+Evaluation Level=Output, Number of unlearned classes=32026.04 | 0.01 | — | — | — | — | |
| UNSIREvaluation Level=Output, Number of unlearned classes=32026.04 | 0.01 | — | — | — | — | |
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=12026.04 | 0 | — | — | — | — | |
| Retain-only RetrainEvaluation Level=Output, Number of unlearned classes=32026.04 | 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=32026.04 | 0 | — | — | — | — | |
| SalUnEvaluation Level=Output, Number of unlearned classes=12026.04 | 0 | — | — | — | — | |
| SalUnEvaluation Level=Output, Number of unlearned classes=32026.04 | 0 | — | — | — | — | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=12026.04 | 0 | — | — | — | — | |
| SCRUBEvaluation Level=Output, Number of unlearned classes=32026.04 | 0 | — | — | — | — | |
| BEFOREk=16, Backbone=ResNet-182026.03 | — | — | — | — | 0 | |
| STRUCTGUARDk=16, Backbone=ResNet-182026.03 | — | — | — | — | 100 | |
| STRUCTGUARDk=256, Backbone=ResNet-182026.03 | — | — | — | — | 100 |