sEMG-based activity recognition on NinaPro DB2 benchmark leaderboard · SOTA2 Research

sEMG-based activity recognition on NinaPro DB2

93.42ACC (Exercise A)LLM-sEMG

Evaluation Results

Method	Links
LLM-sEMG2026.05		93.42	0.02	92.53	0.01	93.8	0.01	94.56	0.01	93.17	0.01
STET2026.05		88.65	0.02	87.22	0.01	89.35	0.02	91.32	0.01	89.13	0.02
JASNN2026.05		85.73	0.02	85.12	0.02	87.25	0.02	85.9	0.01	85.8	0.02
BeyondVision2026.05		85.6	0.02	84.38	0.03	86.71	0.02	86.84	0.01	85.52	0.02
LST-EMG-Net2026.05		85.31	0.02	85.74	0.01	87.23	0.02	85.61	0.01	85.72	0.01
Informer2026.05		82.64	0.02	83.84	0.02	85.22	0.01	85.12	0.01	84.05	0.01
Zerveas2026.05		81.32	0.03	78.5	0.02	83.29	0.02	84.07	0.02	81.75	0.02
GRU2026.05		78.5	0.02	78.33	0.02	81.41	0.02	81.95	0.02	80.17	0.02
TEMGNet2026.05		78.27	0.02	78.05	0.03	80.44	0.02	82.42	0.02	79.59	0.02
Asif2026.05		76.12	0.02	76.62	0.02	80.17	0.02	82.49	0.01	78.55	0.02
TCN2026.05		74.45	0.02	74.67	0.03	79.3	0.02	76.52	0.02	75.23	0.02