Machine Unlearning on SafeEraser LLaVA-v1.5-13B (test)
62.3Efficacy ASRVanilla
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| VanillaBackbone=LLaVA-v1.5-13B2025.11 | 62.3 | 13 | 62.9 | 13.7 | — | — | 67 | 0 | |
| SafeEraser (PO+PD)Backbone=LLaVA-v1.5-13B2025.11 | 2.2 | 99.5 | 2.4 | 99.1 | 62.7 | 81.7 | 65.3 | 27.3 | |
| SINEPROJECT (PO+PD)Backbone=LLaVA-v1.5-13B2025.11 | 1.6 | 99.8 | 0.8 | 99.9 | 63.9 | 82.9 | 65.4 | 25.1 | |
| GDBackbone=LLaVA-v1.5-13B2025.11 | 1.2 | 0 | 0.9 | 0 | 60.5 | 81.7 | 31.1 | 98.6 | |
| GD+PDBackbone=LLaVA-v1.5-13B2025.11 | 1.1 | 0 | 0.9 | 0.2 | 58.5 | 80.4 | 59.6 | 32.3 | |
| KLBackbone=LLaVA-v1.5-13B2025.11 | 1.1 | 0 | 0.8 | 0 | 50.4 | 77.9 | 56 | 100 | |
| GA+PDBackbone=LLaVA-v1.5-13B2025.11 | 0.6 | 0 | 0.9 | 0 | 0.7 | 10.4 | 20.9 | 31.4 | |
| KL+PDBackbone=LLaVA-v1.5-13B2025.11 | 0.3 | 0.1 | 3.8 | 0.2 | 50.6 | 78.5 | 62.6 | 28.8 | |
| POBackbone=LLaVA-v1.5-13B2025.11 | 0.1 | 100 | 0.1 | 99.9 | 63.2 | 82.6 | 65 | 100 | |
| GABackbone=LLaVA-v1.5-13B2025.11 | 0 | 0 | 0 | 0 | 0 | 0 | 15.4 | 100 |