Activity Recognition on GRABMyo
92.25Accuracy (Single-finger)LLM-sEMG
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| LLM-sEMG2026.05 | 92.25 | 0.02 | 94.5 | 0.01 | 95.19 | 0.01 | 96.82 | 0.01 | 95.14 | 0.01 | |
| STET2026.05 | 88.27 | 0.01 | 89.93 | 0.02 | 93.77 | 0.01 | 95.33 | 0.01 | 90.76 | 0.01 | |
| LST-EMG-Net2026.05 | 87.21 | 0.01 | 83.16 | 0.01 | 88.36 | 0.02 | 82.52 | 0.02 | 85.31 | 0.02 | |
| Informer2026.05 | 86.88 | 0.02 | 86.54 | 0.02 | 91.9 | 0.01 | 83.56 | 0.02 | 87.71 | 0.02 | |
| JASNN2026.05 | 85.55 | 0.01 | 86.62 | 0.01 | 87.82 | 0.01 | 86.55 | 0.01 | 86.05 | 0.01 | |
| GRU2026.05 | 84.45 | 0.02 | 84.88 | 0.01 | 90.06 | 0.01 | 89.42 | 0.02 | 86.3 | 0.02 | |
| Asif2026.05 | 83.44 | 0.02 | 83.58 | 0.01 | 89.4 | 0.01 | 90.86 | 0.01 | 85.34 | 0.01 | |
| BeyondVision2026.05 | 81.73 | 0.02 | 85.92 | 0.02 | 87.48 | 0.02 | 87.79 | 0.02 | 85.82 | 0.02 | |
| TCN2026.05 | 78.78 | 0.02 | 79.1 | 0.02 | 87.27 | 0.01 | 88.57 | 0.02 | 81.5 | 0.02 | |
| Zerveas2026.05 | 78.45 | 0.02 | 77.2 | 0.02 | 87.28 | 0.02 | 86.76 | 0.02 | 80.43 | 0.02 | |
| TEMGNet2026.05 | 77.7 | 0.02 | 74 | 0.03 | 84.04 | 0.02 | 87.46 | 0.01 | 78.02 | 0.02 |