Static Machine Unlearning on CASIA-Face100 (100-10)
0.7381Acc_rPre-train
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Pre-train2026.01 | 0.7381 | — | 0.7274 | |
| FG-OrIUTunable Ratio=1.28%2026.01 | 0.7231 | 72.52 | 0 | |
| GS-LoRA++Tunable Ratio=1.28%2026.01 | 0.7135 | 72.04 | 0 | |
| GS-LoRATunable Ratio=1.28%2026.01 | 0.7081 | 71.76 | 0 | |
| SCRUB-STunable Ratio=99.73%2026.01 | 0.6981 | 71.19 | 0.0012 | |
| DER++Tunable Ratio=99.73%2026.01 | 0.6855 | 70.58 | 0 | |
| LwFTunable Ratio=99.73%2026.01 | 0.6762 | 70.08 | 0 | |
| DERTunable Ratio=99.73%2026.01 | 0.6762 | 70.08 | 0 | |
| FDRTunable Ratio=99.73%2026.01 | 0.6751 | 70.03 | 0 | |
| MAS*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 0.6641 | 69.38 | 0.0012 | |
| EWC*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 0.6592 | 69.16 | 0 | |
| LIRF*Tunable Ratio=50.66%, Rehearsal Buffer=true2026.01 | 0.6583 | 26.35 | 0.5626 | |
| L2*Tunable Ratio=99.73%, Rehearsal Buffer=true2026.01 | 0.6487 | 67.74 | 0.0186 | |
| SCRUBTunable Ratio=99.73%2026.01 | 0.6431 | 68.26 | 0 | |
| RetrainTunable Ratio=100.00%2026.01 | 0.1028 | 18.02 | 0 |