Face Identity Unlearning on VGGFace2
63Original ForgettingRMU
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| RMU2026.05 | 63 | 68 | 70.33 | 67.43 | 91.67 | 82.86 | 73.88 | 62.33 | 63.67 | |
| Qwen3-VL-4B-Instruct2026.05 | 67.67 | 61.29 | 73.33 | 61.14 | 16.33 | 88.29 | 61.34 | 66 | 66.2 | |
| SLUG2026.05 | 80.33 | 48.71 | 84.33 | 48 | 29.67 | 66.71 | 59.63 | 78.67 | 27.47 | |
| NPO2026.05 | 91.67 | 52.29 | 90.67 | 52.57 | 71 | 77 | 72.53 | 99 | 63.67 | |
| UNDIAL2026.05 | 97 | 62.86 | 97.33 | 61 | 29.67 | 77.29 | 70.86 | 81.33 | 66.31 | |
| GA2026.05 | 97.33 | 22.57 | 98.33 | 18 | 96 | 4.14 | 56.06 | 0 | 62.68 | |
| GD2026.05 | 98 | 11.14 | 97 | 17 | 88.33 | 19.57 | 55.17 | 0 | 62.99 | |
| SimNPO2026.05 | 99 | 30.29 | 99 | 28.14 | 13.33 | 63.86 | 55.6 | 100 | 66.44 | |
| SAUCE2026.05 | 99 | 30.43 | 98.67 | 30.43 | 99.67 | 23.71 | 63.65 | 97.33 | 60.79 | |
| HFRUBackbone=Qwen3-VL-4B-Instruct, Configuration=Stage 12026.05 | 99 | 67.29 | 98.67 | 78.14 | 24 | 83.86 | 75.16 | 66.67 | 66.28 | |
| HFRUBackbone=Qwen3-VL-4B-Instruct, Configuration=Stage 22026.05 | 99.67 | 98.86 | 99.67 | 98.86 | 99.33 | 98.71 | 99.18 | 58.33 | 66.51 | |
| HFRUBackbone=Qwen3-VL-4B-Instruct, Configuration=Full2026.05 | 99.67 | 99.86 | 99.33 | 99.57 | 99.67 | 99.86 | 99.66 | 1 | 66.51 |