Machine Unlearning on ImageNette (gas pump Class 7 Test)
100Forget AccuracySalUn
Evaluation results
| Method | Links | |
|---|---|---|
| SalUnStatus=Restored, Layer=102026.02 | 100 | |
| RandomLabelStatus=Restored, Layer=102026.02 | 99.76 | |
| RetrainStatus=Restored, Layer=102026.02 | 98.97 | |
| SalUnStatus=Restored, Layer=92026.02 | 97.14 | |
| L1-SparseStatus=Restored, Layer=102026.02 | 96.9 | |
| SCRUBStatus=Restored, Layer=102026.02 | 95.87 | |
| L1-SparseStatus=Restored, Layer=92026.02 | 91.17 | |
| RetrainStatus=Restored, Layer=92026.02 | 84.83 | |
| FinetuneStatus=Restored, Layer=102026.02 | 84.73 | |
| L1-SparseStatus=Restored, Layer=82026.02 | 84.73 | |
| RandomLabelStatus=Restored, Layer=92026.02 | 82.82 | |
| UNSIRStatus=Restored, Layer=102026.02 | 82.34 | |
| AdvNegGradStatus=Restored, Layer=102026.02 | 82.01 | |
| UNSIRStatus=Restored, Layer=92026.02 | 51.55 | |
| RetrainStatus=Restored, Layer=82026.02 | 43.44 | |
| SSDStatus=Restored, Layer=102026.02 | 38.56 | |
| SalUnStatus=Restored, Layer=82026.02 | 33.17 | |
| SSDStatus=Restored, Layer=92026.02 | 21.59 | |
| AdvNegGradStatus=Restored, Layer=92026.02 | 21.08 | |
| UNSIRStatus=Restored, Layer=82026.02 | 20.76 | |
| SSDStatus=Restored, Layer=82026.02 | 13.62 | |
| Bad-TStatus=Restored, Layer=92026.02 | 7.4 | |
| RandomLabelStatus=Restored, Layer=82026.02 | 4.3 | |
| Bad-TStatus=Restored, Layer=82026.02 | 2.86 | |
| Bad-TStatus=Restored, Layer=102026.02 | 1.19 | |
| AdvNegGradStatus=Restored, Layer=82026.02 | 1.03 | |
| FinetuneStatus=Restored, Layer=82026.02 | 0.72 | |
| FinetuneStatus=Restored, Layer=92026.02 | 0.72 | |
| CF-KStatus=Unlearned2026.02 | 0.72 | |
| SCRUBStatus=Restored, Layer=92026.02 | 0.52 | |
| SCRUBStatus=Restored, Layer=82026.02 | 0.26 | |
| Bad-TStatus=Unlearned2026.02 | 0.24 | |
| CF-KStatus=Restored, Layer=102026.02 | 0.24 | |
| RetrainStatus=Unlearned2026.02 | 0 | |
| FinetuneStatus=Unlearned2026.02 | 0 | |
| AdvNegGradStatus=Unlearned2026.02 | 0 | |
| RandomLabelStatus=Unlearned2026.02 | 0 | |
| SCRUBStatus=Unlearned2026.02 | 0 | |
| SalUnStatus=Unlearned2026.02 | 0 | |
| CF-KStatus=Restored, Layer=82026.02 | 0 | |
| CF-KStatus=Restored, Layer=92026.02 | 0 | |
| EU-KStatus=Unlearned2026.02 | 0 | |
| EU-KStatus=Restored, Layer=82026.02 | 0 | |
| EU-KStatus=Restored, Layer=92026.02 | 0 | |
| EU-KStatus=Restored, Layer=102026.02 | 0 | |
| L1-SparseStatus=Unlearned2026.02 | 0 | |
| SSDStatus=Unlearned2026.02 | 0 | |
| UNSIRStatus=Unlearned2026.02 | 0 |