Membership Inference Attack on NoCaps (test)
0.661MPNet Member ScoreNEURO
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NEUROModel=BLIP, tau=22025.11 | 0.661 | 0.63 | 0.181 | 0.141 | 87.35 | |
| BASELINEModel=BLIP2025.11 | 0.651 | 0.629 | 0.164 | 0.141 | 81.74 | |
| NEUROModel=PaliGemma 2, tau=22025.11 | 0.61 | 0.592 | 0.042 | 0.036 | 79.45 | |
| NEURO++Model=PaliGemma 2, tau=32025.11 | 0.564 | 0.549 | 0.116 | 0.102 | 75.93 | |
| NEUROModel=ViT-GPT2, tau=22025.11 | 0.505 | 0.503 | 0.09 | 0.079 | 64.66 | |
| BASELINEModel=ViT-GPT22025.11 | 0.503 | 0.495 | 0.092 | 0.082 | 68.48 | |
| NEURO++Model=ViT-GPT2, tau=32025.11 | 0.503 | 0.502 | 0.089 | 0.078 | 63.63 | |
| NEURO++Model=BLIP, tau=32025.11 | 0.501 | 0.488 | 0.113 | 0.099 | 72.55 | |
| BASELINEModel=PaliGemma 22025.11 | 0.458 | 0.444 | 0.11 | 0.09 | 81.44 |