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Benchmarks
Backdoor Defense on COCO long prompts (RR attack)
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71
ASR (CLIP)
UFID
-2.84
16.33
35.5
54.67
Nov 20, 2025
ASR (CLIP)
ASR (GPT)
FID
Updated 1mo ago
Evaluation Results
Method
Method
Links
ASR (CLIP)
ASR (GPT)
FID
UFID
Trigger=U+0585
2025.11
71
38
-
UFID
Trigger=U+0B20
2025.11
55
28
-
T2IShield
Trigger=U+0585
2025.11
16
19
22.77
T2IShield
Trigger=U+0B20
2025.11
0
0
24.08
PEPPER
Trigger=U+0B20
2025.11
0
0
31.76
PEPPER
Trigger=U+0585
2025.11
0
0
31.76
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