Multimodal Machine Unlearning on Real Celebrity
68.89Classification AccuracyVanilla
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VanillaBase Model=LLaVA-13B, Forget Ratio=5%2025.02 | 68.89 | 63.3 | 7.01 | 26.8 | |
| PromptingBase Model=LLaVA-13B, Forget Ratio=5%2025.02 | 67.72 | 63.3 | 6.93 | 25.76 | |
| MANUBase Model=LLaVA-13B, Forget Ratio=5%2025.02 | 59.97 | 58.5 | 6.08 | 22.8 | |
| NPOBase Model=LLaVA-13B, Forget Ratio=5%2025.02 | 59.83 | 57.9 | 5.86 | 22.54 | |
| KL Minim.Base Model=LLaVA-13B, Forget Ratio=5%2025.02 | 55.29 | 55.5 | 5.44 | 22.15 | |
| Grad. DiffBase Model=LLaVA-13B, Forget Ratio=5%2025.02 | 49.25 | 49.3 | 4.97 | 18.34 | |
| GABase Model=LLaVA-13B, Forget Ratio=5%2025.02 | 48.84 | 44.7 | 4.56 | 18.02 |