Backdoor Detection on Stable Diffusion FixIMgAtt attacks v1.5
100PrecisionUFID
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UFIDAccess=Black-box, Attack Variant=Villan2026.03 | 100 | 83.33 | 90.91 | 0 | |
| GrainPSAccess=White-box, Attack Variant=Villan2026.03 | 94.5 | 92 | 93.09 | 5.66 | |
| T2IShieldAccess=White-box, Attack Variant=Villan2026.03 | 88.57 | 88.57 | 88.57 | 26.67 | |
| NaviT2IAccess=White-box, Attack Variant=Villan2026.03 | 86.27 | 88 | 87.13 | 14 | |
| BlackMirrorAccess=Black-box, Attack Variant=Villan2026.03 | 66.67 | 100 | 80 | 28.12 | |
| CLIPAccess=Black-box, Attack Variant=Villan2026.03 | 60.98 | 100 | 75.76 | 64 |