Adversarial Attack on Medical Imaging Dataset 1,000 images 1.0 (test) benchmark leaderboard · SOTA2 Research

Adversarial Attack on Medical Imaging Dataset 1,000 images 1.0 (test)

79MTRMedFocusLeak

Evaluation Results

Method	Links
MedFocusLeak2026.04		79	85	67
MedFocusLeak2026.04		75	85	63
MAttack2026.04		69	75	51.8
MedFocusLeak2026.04		68	85	57
AnyAttack2026.04		66	79	52
MAttack2026.04		66	75	49
FOA-Attack2026.04		64	59	37
AttackVLM2026.04		63	83	52
FOA-Attack2026.04		63	59	37
AttackVLM2026.04		63	83	52
Attack Bard2026.04		62	68	42
AttackVLM2026.04		62	83	51
Attack Bard2026.04		59	68	40
FOA-Attack2026.04		59	59	34
AnyAttack2026.04		57	79	45
MAttack2026.04		56	75	42
Attack Bard2026.04		55	68	37
AnyAttack2026.04		54	79	42
MedFocusLeak2026.04		48	85	40
MedFocusLeak2026.04		48	85	40
AnyAttack2026.04		41	79	32
MedFocusLeak2026.04		40	85	34
AttackVLM2026.04		40	83	33
AnyAttack2026.04		39	79	30
Attack Bard2026.04		37	68	25
Attack Bard2026.04		35	68	23
AnyAttack2026.04		35	79	27
MAttack2026.04		34	75	22
AttackVLM2026.04		33	83	27
MAttack2026.04		33	75	23.3
AttackVLM2026.04		32	83	26.6
MAttack2026.04		31	75	24
Attack Bard2026.04		29	68	19
FOA-Attack2026.04		29	59	17
FOA-Attack2026.04		16	59	9.4
FOA-Attack2026.04		7	59	4.1