Machine Unlearning on Celeb-1000 forget-entity set (Seen Image) n=10
3JUDGEprivacyOriginal
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OriginalModels=LLaVA-1.6 Mistral2025.06 | 3 | — | 29.9 | 3.3 | 1.8 | |
| OriginalModels=LLaVA-1.6 Vicuna2025.06 | 2.6 | — | 26.8 | 3.8 | 2.9 | |
| GAModels=LLaVA-1.6 Mistral2025.06 | 1 | 1 | 21.5 | 1 | 1 | |
| NPOModels=LLaVA-1.6 Mistral2025.06 | 1 | 1 | 19.7 | 1.6 | 1.4 | |
| RANDOMModels=LLaVA-1.6 Mistral2025.06 | 1 | 1 | 18.3 | 1 | 5 | |
| REJECTModels=LLaVA-1.6 Mistral2025.06 | 1 | 1 | 18.3 | 1 | 1 | |
| PUBGModels=LLaVA-1.6 Mistral2025.06 | 1 | 1 | 23.3 | 3.4 | 1.4 | |
| GAModels=LLaVA-1.6 Vicuna2025.06 | 1 | 1 | 17.4 | 1 | 1 | |
| NPOModels=LLaVA-1.6 Vicuna2025.06 | 1 | 1 | 18.8 | 1 | 3.4 | |
| RANDOMModels=LLaVA-1.6 Vicuna2025.06 | 1 | 1 | 18.2 | 1 | 5 | |
| REJECTModels=LLaVA-1.6 Vicuna2025.06 | 1 | 1 | 18.3 | 1 | 1 | |
| PUBGModels=LLaVA-1.6 Vicuna2025.06 | 1 | 1 | 22.3 | 4 | 1 |