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Untargeted Adversarial Attack on ImageNet (LLM/VLM Evaluation)

99.3ASR (Average)

MPCAttack

Updated 1mo ago

Evaluation Results

Method	Links
MPCAttack 2026.03		99.3	-	-	-	-	-	-	-	-	1.86
MPCAttack 2026.03		99.1	-	-	-	-	-	-	-	-	3.41
FOA-Attack 2026.03		96.3	-	-	-	-	-	-	-	-	6.59
M-Attack 2026.03		94.9	-	-	-	-	-	-	-	-	8.19
FOA-Attack 2026.03		93	-	-	-	-	-	-	-	-	12.04
MPCAttack 2026.03		92.1	-	-	-	-	-	-	-	-	10.68
M-Attack 2026.03		90.8	-	-	-	-	-	-	-	-	14.17
MPCAttack 2026.03		90.55	98.7	5	99.2	5.24	66.7	32.58	97.6	6.13	12.24
MPCAttack 2026.03		85.1	-	-	-	-	-	-	-	-	18.25
MPCAttack 2026.03		84.9	-	-	-	-	-	-	-	-	19.19
FOA-Attack 2026.03		82.63	93	12.66	90.7	14.2	61.8	37.02	85	18.98	20.72
FOA-Attack 2026.03		79.8	-	-	-	-	-	-	-	-	21.7
M-Attack 2026.03		78.73	91.7	14.13	88.7	15.96	53.2	42.65	81.3	22.22	23.74
M-Attack 2026.03		75.3	-	-	-	-	-	-	-	-	24.79
FOA-Attack 2026.03		68.1	-	-	-	-	-	-	-	-	32.27
X-Transfer 2026.03		67.6	-	-	-	-	-	-	-	-	29.19
X-Transfer 2026.03		66.2	-	-	-	-	-	-	-	-	31.78
FOA-Attack 2026.03		61.8	-	-	-	-	-	-	-	-	35.89
M-Attack 2026.03		61.2	-	-	-	-	-	-	-	-	36.96
X-Transfer 2026.03		56.8	-	-	-	-	-	-	-	-	37.33
X-Transfer 2026.03		55.98	-	-	-	-	-	-	-	-	38.41
M-Attack 2026.03		54.3	-	-	-	-	-	-	-	-	39.82
X-Transfer 2026.03		49.03	55.4	40.48	41.4	49.56	55.7	40.08	43.6	46.77	44.22
AnyAttack 2026.03		37.8	-	-	-	-	-	-	-	-	53.44
X-Transfer 2026.03		33.3	-	-	-	-	-	-	-	-	55.32
AnyAttack 2026.03		28.2	-	-	-	-	-	-	-	-	60.29
AnyAttack 2026.03		23.85	-	-	-	-	-	-	-	-	63.72
AnyAttack 2026.03		18.85	13.4	71.82	7.6	78.11	42.2	50.02	12.2	70.81	67.69
CoA 2026.03		18.6	-	-	-	-	-	-	-	-	68.69
AnyAttack 2026.03		16.6	-	-	-	-	-	-	-	-	68.75
CoA 2026.03		15.9	-	-	-	-	-	-	-	-	70.4
CoA 2026.03		13.53	7.4	76.33	5.1	80.79	36.1	55.95	5.5	79.64	73.18
AnyAttack 2026.03		12.8	-	-	-	-	-	-	-	-	72.4
CoA 2026.03		12.55	-	-	-	-	-	-	-	-	73.57
CoA 2026.03		8.5	-	-	-	-	-	-	-	-	76.91
CoA 2026.03		7.2	-	-	-	-	-	-	-	-	78.26