Adversarial Attack on 100STYLE (test) benchmark leaderboard · SOTA2 Research

Adversarial Attack on 100STYLE (test)

100Success RateQuality-Preserving Adversarial Attack

Evaluation Results

Method
Quality-Preserving Adversarial Attack2026.06	100	18.91	0.011	16.05	0.075	2.94
Quality-Preserving Adversarial Attack2026.06	100	20.28	0.013	16.42	0.077	3.09
Quality-Preserving Adversarial Attack2026.06	100	20.16	0.014	16.33	0.079	2.99
Quality-Preserving Adversarial Attack2026.06	100	19.13	0.011	16.75	0.084	3.23
Quality-Preserving Adversarial Attack2026.06	100	19.62	0.012	16.39	0.079	3.06
MI-FGSM2026.06	86.74	226.67	0.068	316.77	0.28	26.08
I-FGSM2026.06	86.38	226.8	0.068	312.9	0.276	25.65
MI-FGSM2026.06	82.08	195.22	0.053	131.33	0.147	11.16
I-FGSM2026.06	81.72	194.95	0.053	129.42	0.147	10.96
I-FGSM2026.06	80.29	162.55	0.043	190.98	0.196	19.28
MI-FGSM2026.06	80.29	162.78	0.043	191.1	0.197	19.29
MI-FGSM2026.06	79.48	165.93	0.046	170.98	0.169	15.29
I-FGSM2026.06	79.21	165.98	0.046	169.3	0.168	15.11
MIG2026.06	78.14	242.85	0.075	489.37	0.396	38.12
MIG2026.06	72.76	190.75	0.05	280.56	0.241	27.63
MIG2026.06	70.61	238.23	0.071	264.46	0.234	23.22
MIG2026.06	69.34	193.65	0.056	276.28	0.235	24.07
MI-FGSM2026.06	68.82	79.06	0.019	44.7	0.053	4.61
I-FGSM2026.06	68.46	79.63	0.019	43.9	0.053	4.53
MIG2026.06	60.22	102.77	0.026	70.72	0.069	7.3
SMART2026.06	42.65	242.12	0.072	97.73	0.119	4
SMART2026.06	34.23	206.35	0.064	111.31	0.159	3.96
SMART2026.06	32.97	262.75	0.1	214.63	0.301	6.33
SMART2026.06	31.9	125.46	0.03	29.32	0.047	1.6
SMART2026.06	29.39	195.06	0.053	103.56	0.167	3.92