Membership Inference Attack on MSCOCO
0.91AUCImageAuditor
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ImageAuditorretriever=CLIP ViT-H/14, generator=SDXL+IP-Adapter2026.06 | 0.91 | 85 | 55 | 0.96 | |
| BadRAG*retrieval segment=optimized, retriever=CLIP ViT-H/14, generator=SDXL+IP-Adapter2026.06 | 0.8 | 78 | 46 | 0.7 | |
| PoisonedRAG*retrieval segment=optimized, retriever=CLIP ViT-H/14, generator=SDXL+IP-Adapter2026.06 | 0.79 | 77 | 45 | 0.66 | |
| Naïveretrieval segment=none, retriever=CLIP ViT-H/14, generator=SDXL+IP-Adapter2026.06 | 0.72 | 70 | 37 | 0.53 | |
| PoisonedRAG-B*retrieval segment=optimized, retriever=CLIP ViT-H/14, generator=SDXL+IP-Adapter2026.06 | 0.71 | 71 | 26 | 0.55 |