Utility Evaluation (Informativeness) on Celeb-1000 (retain)
0.28CLIPScoreOriginal
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OriginalBackbone=LLaVA-1.6-Mistral2025.06 | 0.28 | 3.87 | |
| RANDOMBackbone=LLaVA-1.6-Mistral2025.06 | 0.278 | 4.73 | |
| PUBGBackbone=LLaVA-1.6-Mistral2025.06 | 0.277 | 4.4 | |
| GABackbone=LLaVA-1.6-Mistral2025.06 | 0.269 | 3.47 | |
| OriginalBackbone=LLaVA-1.6-Vicuna2025.06 | 0.249 | 4.13 | |
| PUBGBackbone=LLaVA-1.6-Vicuna2025.06 | 0.244 | 4.6 | |
| RANDOMBackbone=LLaVA-1.6-Vicuna2025.06 | 0.241 | 4.47 | |
| GABackbone=LLaVA-1.6-Vicuna2025.06 | 0.214 | 2.6 | |
| NPOBackbone=LLaVA-1.6-Mistral2025.06 | 0.186 | 1.6 | |
| NPOBackbone=LLaVA-1.6-Vicuna2025.06 | 0.186 | 1.13 | |
| REJECTBackbone=LLaVA-1.6-Mistral2025.06 | 0.181 | 1 | |
| REJECTBackbone=LLaVA-1.6-Vicuna2025.06 | 0.177 | 1.8 |