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Adversarial Attack on LVLM Evaluation Set

99.8ASR

VT-Attack

Updated 3d ago

Evaluation Results

Method	Links
VT-Attack 2026.02		99.8	-	-	-	-	-	-
Attack-Bard 2026.02		97.8	-	-	-	-	-	-
Cui et al. 2026.02		97	-	-	-	-	-	-
Schlarmann and Hein 2026.02		84.4	-	-	-	-	-	-
SGMA 2026.02		64	0.2228	0.4429	0.2795	0.2762	0.2265	0.2896
Schlarmann and Hein 2026.02		59.4	-	-	-	-	-	-
VT-Attack 2026.02		52.2	0.2285	0.4488	0.287	0.283	0.2367	0.2968
VT-Attack 2026.02		46	-	-	-	-	-	-
Cui et al. 2026.02		43	0.2341	0.4556	0.2956	0.2912	0.2487	0.305
Cui et al. 2026.02		41.8	-	-	-	-	-	-
Attack-Bard 2026.02		38.4	-	-	-	-	-	-
Attack-Bard 2026.02		34.2	0.2355	0.4565	0.2959	0.2916	0.2487	0.3057
VT-Attack 2026.02		31.6	-	-	-	-	-	-
VT-Attack 2026.02		31.4	-	-	-	-	-	-
Schlarmann and Hein 2026.02		28.4	-	-	-	-	-	-
VT-Attack 2026.02		28.2	-	-	-	-	-	-
VT-Attack 2026.02		27.6	-	-	-	-	-	-
Schlarmann and Hein 2026.02		26.8	-	-	-	-	-	-
Cui et al. 2026.02		26.8	-	-	-	-	-	-
Attack-Bard 2026.02		26	-	-	-	-	-	-
Attack-Bard 2026.02		25	-	-	-	-	-	-
Cui et al. 2026.02		24.6	-	-	-	-	-	-
Cui et al. 2026.02		24.2	-	-	-	-	-	-
Attack-Bard 2026.02		24.2	-	-	-	-	-	-
Schlarmann and Hein 2026.02		23.2	-	-	-	-	-	-
Schlarmann and Hein 2026.02		23	-	-	-	-	-	-
Attack-Bard 2026.02		23	-	-	-	-	-	-
Cui et al. 2026.02		21.8	-	-	-	-	-	-
SGMA 2026.02		18.9	-	-	-	-	-	-
VT-Attack 2026.02		11	-	-	-	-	-	-
Schlarmann and Hein 2026.02		8.4	-	-	-	-	-	-
MF-it 2026.02		7.6	-	-	-	-	-	-
VT-Attack 2026.02		7.6	-	-	-	-	-	-
Cui et al. 2026.02		7	-	-	-	-	-	-
Attack-Bard 2026.02		6.9	-	-	-	-	-	-
Attack-Bard 2026.02		6.8	-	-	-	-	-	-
MF-ii 2026.02		6	-	-	-	-	-	-
CoA 2026.02		6	-	-	-	-	-	-
Cui et al. 2026.02		5.6	-	-	-	-	-	-
Schlarmann and Hein 2026.02		5.4	-	-	-	-	-	-