Static Machine Unlearning on CASIA-Face100 (100-5)
73.85Acc_rPre-train
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Pre-train2026.01 | 73.85 | — | 70.88 | |
| FG-OrIUTunable Ratio=1.28%2026.01 | 72.71 | 71.78 | 0 | |
| GS-LoRA++Tunable Ratio=1.28%2026.01 | 71.36 | 71.12 | 0 | |
| GS-LoRATunable Ratio=1.28%2026.01 | 71.16 | 71.02 | 0 | |
| SCRUB-STunable Ratio=99.73%2026.01 | 69.95 | 70.29 | 0.24 | |
| FDRTunable Ratio=99.73%2026.01 | 69.74 | 70.31 | 0 | |
| MAS*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 69.29 | 69.73 | 0.72 | |
| EWC*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 68.69 | 69.65 | 0.24 | |
| DER++Tunable Ratio=99.73%2026.01 | 68.56 | 69.7 | 0 | |
| LwFTunable Ratio=99.73%2026.01 | 68.55 | 67.95 | 0 | |
| DERTunable Ratio=99.73%2026.01 | 68.55 | 69.7 | 0 | |
| LIRF*Tunable Ratio=50.66%, Rehearsal Buffer=true2026.01 | 67.67 | 25.56 | 55.13 | |
| L2*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 66.96 | 67.13 | 3.58 | |
| SCRUBTunable Ratio=99.73%2026.01 | 64.94 | 67.78 | 0 | |
| RetrainTunable Ratio=100.00%2026.01 | 9.33 | 16.49 | 0 |