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Visual Prompt Injection Defense on ImgHijack Specific String
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0
Attack Success Rate
Gradient-guided Token Masking
-4
23
50
77
May 24, 2026
Attack Success Rate
Updated 8d ago
Evaluation Results
Method
Method
Links
Attack Success Rate
Gradient-guided Token Masking
Type=l∞, Setting=ϵ = ∞
2026.05
0
Gradient-guided Token Masking
Type=STATIONARY PATCH,...
2026.05
0
Gradient-guided Token Masking
Type=STATIONARY PATCH,...
2026.05
0
Gradient-guided Token Masking
Type=l∞, Setting=ϵ = 32
2026.05
0.91
Gradient-guided Token Masking
Type=l∞, Setting=ϵ = 16
2026.05
2.73
Gradient-guided Token Masking
Type=MOVING PATCH, Set...
2026.05
2.73
Gradient-guided Token Masking
Type=l∞, Setting=ϵ = 64
2026.05
5.45
W/O Defense
Type=MOVING PATCH, Set...
2026.05
9.09
Gradient-guided Token Masking
Type=MOVING PATCH, Set...
2026.05
13.64
W/O Defense
Type=MOVING PATCH, Set...
2026.05
48.18
W/O Defense
Type=l∞, Setting=ϵ = 16
2026.05
100
W/O Defense
Type=l∞, Setting=ϵ = 32
2026.05
100
W/O Defense
Type=l∞, Setting=ϵ = 64
2026.05
100
W/O Defense
Type=l∞, Setting=ϵ = ∞
2026.05
100
W/O Defense
Type=STATIONARY PATCH,...
2026.05
100
W/O Defense
Type=STATIONARY PATCH,...
2026.05
100
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