Backdoor Defense on COCO long prompts VD attack
0ASR (CLIP)UFID
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UFIDTrigger=latte coffee2025.11 | 0 | 0 | — | |
| PEPPERTrigger=sks2025.11 | 3 | 3 | 36.37 | |
| UFIDTrigger=sks2025.11 | 7 | 0 | — | |
| UFIDTrigger=[V]2025.11 | 17 | 0 | — | |
| PEPPERTrigger=[V]2025.11 | 17 | 12 | 42.85 | |
| T2IShieldTrigger=sks2025.11 | 34 | 34 | 37.82 | |
| T2IShieldTrigger=[V]2025.11 | 34 | 30 | 32.72 | |
| PEPPERTrigger=latte coffee2025.11 | 81 | 73 | 35.77 | |
| T2IShieldTrigger=latte coffee2025.11 | 95 | 95 | 26.23 |