Static Machine Unlearning on CASIA-Face100 (100-90)
77.15Acc_rFG-OrIU
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FG-OrIUTunable Ratio=1.28%2026.01 | 77.15 | 75.49 | 0 | |
| GS-LoRATunable Ratio=1.28%2026.01 | 73.56 | 73.71 | 0 | |
| Pre-train2026.01 | 72.32 | — | 73.86 | |
| GS-LoRA++Tunable Ratio=1.28%2026.01 | 71.86 | 72.85 | 0 | |
| DER++Tunable Ratio=99.73%2026.01 | 52.54 | 61.4 | 0 | |
| LwFTunable Ratio=99.73%2026.01 | 52.32 | 61.25 | 0 | |
| DERTunable Ratio=99.73%2026.01 | 46.44 | 57.03 | 0 | |
| LIRF*Tunable Ratio=50.66%, Rehearsal Buffer=true2026.01 | 44.29 | 54.49 | 3.06 | |
| FDRTunable Ratio=99.73%2026.01 | 42.37 | 53.85 | 0 | |
| L2*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 40.68 | 52.45 | 0.04 | |
| MAS*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 34.24 | 46.79 | 0 | |
| RetrainTunable Ratio=100.00%2026.01 | 33.9 | 46.47 | 0 | |
| EWC*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 31.75 | 44.41 | 0 | |
| SCRUB-STunable Ratio=99.73%2026.01 | 9.94 | 17.53 | 0 | |
| SCRUBTunable Ratio=99.73%2026.01 | 9.04 | 16.11 | 0 |