Membership Inference Attack on WikiArt
0.87AUCImageAuditor
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ImageAuditorretriever=CLIP ViT-H/14, generator=SDXL+IP-Adapter2026.06 | 0.87 | 82 | 49 | 0.93 | |
| PoisonedRAG*retrieval segment=optimized, retriever=CLIP ViT-H/14, generator=SDXL+IP-Adapter2026.06 | 0.69 | 70 | 40 | 0.53 | |
| PoisonedRAG-B*retrieval segment=optimized, retriever=CLIP ViT-H/14, generator=SDXL+IP-Adapter2026.06 | 0.68 | 66 | 33 | 0.42 | |
| BadRAG*retrieval segment=optimized, retriever=CLIP ViT-H/14, generator=SDXL+IP-Adapter2026.06 | 0.66 | 67 | 30 | 0.48 | |
| Naïveretrieval segment=none, retriever=CLIP ViT-H/14, generator=SDXL+IP-Adapter2026.06 | 0.63 | 63 | 31 | 0.33 |