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Benchmarks
Malicious Prompt Detection on CC3M (IOD)
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FPR
VLMShield
-0.3472
1.9964
4.34
6.6836
Apr 7, 2026
FPR
Updated 9d ago
Evaluation Results
Method
Method
Links
FPR
VLMShield
Target Model=LLaVA-1.5...
2026.04
0
VLMShield
Target Model=Qwen2.5-V...
2026.04
0
JailGuard
Target Model=Qwen2.5-V...
2026.04
1.2
ASTRA
Target Model=Qwen2.5-V...
2026.04
1.54
VLMGuard
Target Model=Qwen2.5-V...
2026.04
1.8
ASTRA
Target Model=LLaVA-1.5...
2026.04
1.97
ECSO
Target Model=Qwen2.5-V...
2026.04
2.71
ECSO
Target Model=LLaVA-1.5...
2026.04
3.23
CIDER
Target Model=LLaVA-1.5...
2026.04
3.36
CIDER
Target Model=Qwen2.5-V...
2026.04
3.36
JailGuard
Target Model=LLaVA-1.5...
2026.04
3.86
VLMGuard
Target Model=LLaVA-1.5...
2026.04
4
MirrorCheck
Target Model=LLaVA-1.5...
2026.04
8.68
MirrorCheck
Target Model=Qwen2.5-V...
2026.04
8.68
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