Targeted Adversarial Transferability on Targeted Adversarial Transferability Evaluation Suite (test) benchmark leaderboard · SOTA2 Research

Targeted Adversarial Transferability on Targeted Adversarial Transferability Evaluation Suite (test)

86Qwen2.5-VL-7B ASRPRAF-Attack

Evaluation Results

Method	Links
PRAF-Attack2026.05		86	0.6539	90.2	0.6855	88.6	0.7313	89.5	0.6816	88.58	0.6881
MPCAttack2026.05		76.5	0.5831	83.7	0.6215	83.1	0.671	83.9	0.6251	81.8	0.6252
M-Attack-v22026.05		72.3	0.5591	78.7	0.5911	81.7	0.655	77.6	0.593	77.58	0.5996
PRAF-Attack2026.05		58.5	0.4733	68.1	0.536	81.2	0.6632	72.5	0.5743	70.08	0.5617
FOA2026.05		56.8	0.473	63.4	0.5069	71.7	0.5807	65.9	0.5262	64.45	0.5217
MPCAttack2026.05		54.8	0.4515	68.1	0.5294	77	0.6236	71.4	0.5496	67.83	0.5385
M-Attack2026.05		53.8	0.4476	59.4	0.4777	66.6	0.5557	63.1	0.4963	60.73	0.4943
M-Attack-v22026.05		46.9	0.4133	57.2	0.458	70	0.5705	58.6	0.4782	58.18	0.48
PRAF-Attack2026.05		36.9	0.33	38	0.3454	52.6	0.4618	43.4	0.4008	42.73	0.3845
FOA2026.05		33.3	0.3253	40	0.364	60.3	0.506	45	0.4044	44.65	0.3999
M-Attack2026.05		31	0.2943	35.2	0.3364	55.5	0.4728	41.3	0.3788	40.75	0.3706
M-Attack-v22026.05		28.5	0.2786	29.2	0.2953	45.6	0.3957	34.7	0.3291	34.5	0.3247
MPCAttack2026.05		27.5	0.2739	35.6	0.3208	50	0.4398	38.6	0.3593	37.93	0.3485
AdvDiffVLM2026.05		21.8	0.2364	23.1	0.2593	30.9	0.2851	26.1	0.2857	25.48	0.2666
AdvDiffVLM2026.05		17.1	0.1998	18.7	0.2238	26.8	0.2626	20.6	0.2466	20.8	0.2332
FOA2026.05		13.6	0.1603	12.8	0.1685	22.5	0.2296	18.6	0.2107	16.88	0.1923
AdvDiffVLM2026.05		12.8	0.1594	12.7	0.1911	16	0.1822	16.6	0.2081	14.53	0.1852
M-Attack2026.05		9.6	0.1314	11	0.1543	19.8	0.2	14.9	0.1849	13.83	0.1677