Static Machine Unlearning on CASIA-Face100 (100-50)
73.51Acc_rFG-OrIU
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FG-OrIUTunable Ratio=1.28%2026.01 | 73.51 | 74.18 | 0 | |
| Pre-train2026.01 | 72.45 | — | 74.88 | |
| GS-LoRA++Tunable Ratio=1.28%2026.01 | 68.52 | 71.56 | 0 | |
| GS-LoRATunable Ratio=1.28%2026.01 | 68.05 | 71.29 | 0.02 | |
| LIRF*Tunable Ratio=50.66%, Rehearsal Buffer=true2026.01 | 58.95 | 47.13 | 35.62 | |
| SCRUBTunable Ratio=99.73%2026.01 | 58.71 | 65.82 | 0 | |
| FDRTunable Ratio=99.73%2026.01 | 58.04 | 65.4 | 0 | |
| DER++Tunable Ratio=99.73%2026.01 | 56.82 | 64.61 | 0 | |
| L2*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 56.61 | 64.39 | 0.24 | |
| LwFTunable Ratio=99.73%2026.01 | 55.59 | 63.81 | 0 | |
| DERTunable Ratio=99.73%2026.01 | 55.59 | 63.81 | 0 | |
| MAS*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 53.88 | 62.67 | 0 | |
| EWC*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 53.61 | 62.48 | 0 | |
| SCRUB-STunable Ratio=99.73%2026.01 | 51.2 | 57.49 | 9.34 | |
| RetrainTunable Ratio=100.00%2026.01 | 11.35 | 19.71 | 0 |