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Targeted Adversarial Attack on ImageNet (LLM/Multimodal Evaluation)

88.7ASR (Average)

MPCAttack

Updated 1mo ago

Evaluation Results

Method	Links
MPCAttack 2026.03		88.7	-	-	-	-	-	-	-	-	66.78
MPCAttack 2026.03		73.9	-	-	-	-	-	-	-	-	59.05
FOA-Attack 2026.03		72.3	-	-	-	-	-	-	-	-	57
M-Attack 2026.03		68.1	-	-	-	-	-	-	-	-	53.61
FOA-Attack 2026.03		63.8	-	-	-	-	-	-	-	-	51.62
MPCAttack 2026.03		63.38	78.4	59.91	88	65.02	8.2	11.83	78.9	59.91	49.17
MPCAttack 2026.03		63.33	-	-	-	-	-	-	-	-	51.33
M-Attack 2026.03		59.9	-	-	-	-	-	-	-	-	49.54
MPCAttack 2026.03		58.2	-	-	-	-	-	-	-	-	47.56
FOA-Attack 2026.03		48.6	-	-	-	-	-	-	-	-	41.52
FOA-Attack 2026.03		47.73	63.9	51.53	69.3	55.8	7.3	11.05	50.4	45.04	40.86
M-Attack 2026.03		44.48	57.6	48.04	67.6	53.38	3.5	9.7	49.2	41.48	38.15
M-Attack 2026.03		44.08	-	-	-	-	-	-	-	-	38.38
FOA-Attack 2026.03		38.3	-	-	-	-	-	-	-	-	35.22
MPCAttack 2026.03		32.5	-	-	-	-	-	-	-	-	31.91
M-Attack 2026.03		31	-	-	-	-	-	-	-	-	31.18
FOA-Attack 2026.03		20	-	-	-	-	-	-	-	-	22.22
M-Attack 2026.03		17.3	-	-	-	-	-	-	-	-	19.19
AnyAttack 2026.03		1.3	-	-	-	-	-	-	-	-	3.81
AnyAttack 2026.03		1.2	-	-	-	-	-	-	-	-	3.29
AnyAttack 2026.03		1.08	-	-	-	-	-	-	-	-	3.5
AnyAttack 2026.03		1	-	-	-	-	-	-	-	-	3.23
AnyAttack 2026.03		0.8	-	-	-	-	-	-	-	-	3.65
AnyAttack 2026.03		0.6	0.8	3.15	0.8	3.06	0.4	2.72	0.4	2.02	2.74
CoA 2026.03		0.3	-	-	-	-	-	-	-	-	2.57
CoA 2026.03		0.2	-	-	-	-	-	-	-	-	2.03
CoA 2026.03		0.18	-	-	-	-	-	-	-	-	2.13
CoA 2026.03		0.125	0.1	1.99	0.1	2.05	0.1	2.07	0.2	1.59	1.93
CoA 2026.03		0.1	-	-	-	-	-	-	-	-	2.32
CoA 2026.03		0.1	-	-	-	-	-	-	-	-	1.58