Machine Unlearning on RAF-DB (test)
85.1Accuracy (Retained)pretrained
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| pretrainedDrm (Access to remaining data)=true, Dfg (Access to forgetting data)=true2026.01 | 85.1 | 56.76 | 100 | — | |
| retrainedDrm (Access to remaining data)=true, Dfg (Access to forgetting data)=false2026.01 | 84.9 | 0 | 0 | 0 | |
| LOFTDrm (Access to remaining data)=only Σpre_rm, Dfg (Access to forgetting data)=only Σpre_fg2026.01 | 84.9 | 0 | 0 | 0 | |
| SalUnDrm (Access to remaining data)=true, Dfg (Access to forgetting data)=true2026.01 | 84.57 | 0 | 0 | 0.07 | |
| RLDrm (Access to remaining data)=true, Dfg (Access to forgetting data)=true2026.01 | 84.1 | 0 | 0 | 0.18 | |
| L2ULDrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 84.03 | 1.35 | 0 | 2.58 | |
| FTDrm (Access to remaining data)=true, Dfg (Access to forgetting data)=false2026.01 | 83.97 | 0 | 0 | 0.01 | |
| BTDrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 82.63 | 2.7 | 1.07 | 3.38 | |
| SalUnDrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 82.53 | 2.7 | 0.36 | 3.61 | |
| DELETEDrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 82.2 | 2.7 | 1.42 | 3.27 | |
| RLDrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 79.93 | 5.41 | 0 | 5.42 | |
| GADrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 76.75 | 0 | 0.36 | 3.5 |