Adversarial Motion Generation on HDM05 benchmark leaderboard · SOTA2 Research

Adversarial Motion Generation on HDM05

100Success RateQuality-Preserving Adversarial Attack

Evaluation Results

Method
Quality-Preserving Adversarial Attack2026.06	100	22.91	0.012	187.28	32.15
Quality-Preserving Adversarial Attack2026.06	100	21.89	0.011	185.73	30.31
Quality-Preserving Adversarial Attack2026.06	100	18.67	0.011	181.89	28.09
Quality-Preserving Adversarial Attack2026.06	99.82	21.07	0.012	184.47	30.41
Quality-Preserving Adversarial Attack2026.06	99.28	20.8	0.013	182.96	31.07
MI-FGSM2026.06	96.77	169.96	0.126	1,920.98	179.56
I-FGSM2026.06	96.06	169.34	0.124	1,902.39	177.91
I-FGSM2026.06	93.91	129.78	0.086	1,226.33	126.39
MI-FGSM2026.06	93.91	129.79	0.086	1,226.98	126.46
MIG2026.06	92.47	194.33	0.17	2,273.09	238.34
MIG2026.06	92.47	215.88	0.206	2,757.84	243.96
MI-FGSM2026.06	90.41	124.94	0.09	1,289.95	126.45
I-FGSM2026.06	90.15	124.69	0.089	1,284.58	125.94
I-FGSM2026.06	86.74	162.98	0.124	1,488.08	144.97
MI-FGSM2026.06	86.74	163.18	0.125	1,487.92	144.95
MIG2026.06	84.86	167.51	0.15	1,917.32	187.78
MI-FGSM2026.06	84.23	36.83	0.022	523.93	54.83
I-FGSM2026.06	83.87	36.66	0.022	521.52	54.5
SMART2026.06	81.72	211.88	0.173	1,574.95	55.46
MIG2026.06	78.14	57.59	0.037	692.53	78.87
MIG2026.06	76.34	202.24	0.188	1,945.83	189.95
SMART2026.06	75.63	174.86	0.129	974.33	33.3
SMART2026.06	72.85	144.99	0.112	991.5	35.83
SMART2026.06	68.46	142.39	0.116	1,052.44	41
SMART2026.06	65.59	50.84	0.028	364.26	13.54