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Benchmarks
Imperceptibility Evaluation on Black-Box LVLM Attack Set
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0.03
L1 Distance
M-Attack
0.02864
0.03782
0.047
0.05618
Feb 19, 2026
L1 Distance
L2 Distance
Updated 4d ago
Evaluation Results
Method
Method
Links
L1 Distance
L2 Distance
M-Attack
Model=Ensemble
2026.02
0.03
0.036
FOA-Attack
Model=Ensemble
2026.02
0.031
0.036
AttackVLM
Model=B/16
2026.02
0.034
0.04
AttackVLM
Model=Laion, Pre-train...
2026.02
0.035
0.04
AttackVLM
Model=B/32
2026.02
0.036
0.041
M-Attack-V2
Model=Ensemble
2026.02
0.038
0.044
AnyAttack
Model=Ensemble
2026.02
0.048
0.052
SSA-CWA
Model=Ensemble
2026.02
0.059
0.06
AdvDiffVLM
Model=Ensemble
2026.02
0.064
0.095
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