Image-to-Text Membership Inference on CC SBU ALIGN
85ASRunified membership inference framework
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| unified membership inference frameworkKnowledge Setting=Zero-Knowledge, Base Model=MiniGPT-4, Embedding Extractor=all-MiniLM-L6-v22026.07 | 85 | 91 | 57 | |
| MaxRenyiKnowledge Setting=Zero-Knowledge, Base Model=MiniGPT-4, Embedding Extractor=all-MiniLM-L6-v22026.07 | 60 | 61 | 25 | |
| Temp.Knowledge Setting=Zero-Knowledge, Base Model=MiniGPT-4, Embedding Extractor=all-MiniLM-L6-v22026.07 | 58 | 63 | 31 | |
| OursBackbone Model=MiniGPT-4, Knowledge Setting=Partial Knowledge2026.07 | 0.85 | 0.94 | 0.59 | |
| Temperature-based MIABackbone Model=MiniGPT-4, Knowledge Setting=Partial Knowledge2026.07 | 0.83 | 0.92 | 0.55 | |
| MaxRenyi-K% MIABackbone Model=MiniGPT-4, Knowledge Setting=Partial Knowledge2026.07 | 0.82 | 0.92 | 0.53 |