Hand Gesture Classification on Ninapro DB4 (Macro Metrics) benchmark leaderboard · SOTA2 Research

Hand Gesture Classification on Ninapro DB4 (Macro Metrics)

71.29AccuracyEMGFlow

Evaluation Results

Method	Links
EMGFlow2026.04		71.29	71.86	72.2
DDIM2026.04		71.27	71.87	72.19
DDPM2026.04		70.96	71.45	71.94
EMGFlow2026.04		70.44	71.1	71.31
Mixup2026.04		70.33	70.95	71.26
PatchEMG2026.04		70.17	70.68	71.09
DDIM2026.04		70.1	70.85	70.92
WGAN-GP2026.04		69.94	70.4	70.82
DDPM2026.04		69.94	70.55	70.85
Upsample2026.04		69.02	69.47	69.86
Baseline2026.04		68.72	69.17	69.54
Replicate2026.04		68.5	69.02	69.4
Mixup2026.04		68.24	68.93	69.15
Freq-Mix2026.04		68.11	68.73	69.03
Freq-Mask2026.04		67.52	67.98	68.26
WGAN-GP2026.04		67.11	67.74	68.08
STAug2026.04		67.06	67.63	67.98
Freq-Mask2026.04		66.89	67.39	67.82
PatchEMG2026.04		66.72	67.24	67.64
Replicate2026.04		66.38	67.05	67.36
Freq-Mix2026.04		66.06	66.8	67.02
Jitter&Scale2026.04		65.43	66.08	66.35
Jitter&Scale2026.04		65.35	65.94	66.26
Upsample2026.04		65.17	65.79	66.15
STAug2026.04		65.03	65.68	66.05
Baseline2026.04		64.74	65.39	65.65