Machine Unlearning on Celeb-1000 forget-entity set (Unseen Image) n=10
2.6JUDGEprivacyOriginal
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OriginalModels=LLaVA-1.6 Vicuna2025.06 | 2.6 | — | 27 | 2.7 | 2.8 | |
| OriginalModels=LLaVA-1.6 Mistral2025.06 | 2.5 | — | 27.8 | 4.6 | 1.7 | |
| GAModels=LLaVA-1.6 Mistral2025.06 | 1 | 1 | 21.2 | 1 | 1 | |
| NPOModels=LLaVA-1.6 Mistral2025.06 | 1 | 1 | 19 | 1.3 | 1.4 | |
| RANDOMModels=LLaVA-1.6 Mistral2025.06 | 1 | 1 | 18.9 | 1 | 5 | |
| REJECTModels=LLaVA-1.6 Mistral2025.06 | 1 | 1 | 17.4 | 1 | 1 | |
| PUBGModels=LLaVA-1.6 Mistral2025.06 | 1 | 1 | 23.1 | 3.4 | 1.4 | |
| GAModels=LLaVA-1.6 Vicuna2025.06 | 1 | 1 | 17 | 1 | 1 | |
| NPOModels=LLaVA-1.6 Vicuna2025.06 | 1 | 1 | 20.1 | 1 | 3.8 | |
| RANDOMModels=LLaVA-1.6 Vicuna2025.06 | 1 | 1 | 18 | 1 | 5 | |
| REJECTModels=LLaVA-1.6 Vicuna2025.06 | 1 | 1 | 18 | 1 | 1 | |
| PUBGModels=LLaVA-1.6 Vicuna2025.06 | 1 | 1 | 21.5 | 4 | 1 |