Backdoor Defense on Short Prompt Dataset
100ASR (CLIP)PEPPER
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PEPPERAttack Category=VD, Trigger=latte coffee2025.11 | 100 | 100 | 32.41 | |
| T2IShieldAttack Category=TI, Trigger=beautiful car2025.11 | 100 | 100 | 55.12 | |
| T2IShieldAttack Category=VD, Trigger=[V]2025.11 | 99 | 99 | 52.48 | |
| UFIDAttack Category=EE, Trigger=beautiful cat2025.11 | 99 | 11 | — | |
| UFIDAttack Category=RR, Trigger=U+0B202025.11 | 98 | 72 | — | |
| UFIDAttack Category=EE, Trigger=mb pen2025.11 | 97 | 8 | — | |
| T2IShieldAttack Category=TI, Trigger=[V]2025.11 | 93 | 38 | 17.56 | |
| UFIDAttack Category=RR, Trigger=U+05852025.11 | 86 | 85 | — | |
| UFIDAttack Category=TI, Trigger=beautiful car2025.11 | 82 | 0 | — | |
| UFIDAttack Category=TI, Trigger=[V]2025.11 | 82 | 2 | — | |
| T2IShieldAttack Category=RR, Trigger=U+05852025.11 | 71 | 71 | 11.94 | |
| T2IShieldAttack Category=VD, Trigger=latte coffee2025.11 | 66 | 41 | 29.47 | |
| T2IShieldAttack Category=VD, Trigger=sks2025.11 | 63 | 53 | 25.44 | |
| UFIDAttack Category=VD, Trigger=[V]2025.11 | 58 | 0 | — | |
| T2IShieldAttack Category=RR, Trigger=U+0B202025.11 | 52 | 46 | 12 | |
| T2IShieldAttack Category=EE, Trigger=mb pen2025.11 | 51 | 15 | 60.87 | |
| PEPPERAttack Category=EE, Trigger=beautiful cat2025.11 | 32 | 21 | 50.38 | |
| T2IShieldAttack Category=EE, Trigger=beautiful cat2025.11 | 27 | 9 | 22.19 | |
| PEPPERAttack Category=VD, Trigger=[V]2025.11 | 10 | 8 | 74.8 | |
| PEPPERAttack Category=TI, Trigger=[V]2025.11 | 1 | 1 | 36.33 | |
| PEPPERAttack Category=EE, Trigger=mb pen2025.11 | 1 | 0 | 37.95 | |
| PEPPERAttack Category=RR, Trigger=U+0B202025.11 | 0 | 0 | 27.03 | |
| PEPPERAttack Category=RR, Trigger=U+05852025.11 | 0 | 0 | 27.03 | |
| UFIDAttack Category=VD, Trigger=latte coffee2025.11 | 0 | 0 | — | |
| UFIDAttack Category=VD, Trigger=sks2025.11 | 0 | 0 | — | |
| PEPPERAttack Category=VD, Trigger=sks2025.11 | 0 | 0 | 34.72 | |
| PEPPERAttack Category=TI, Trigger=beautiful car2025.11 | 0 | 0 | 33.54 |