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 |