Hand Kinematics Regression on NinaPro DB8 (session d3)
0.732R^2 (All, n=11)KinEMbed
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| KinEMbeddecoder=TCN, loss=InfoNCE, EMG hidden dimensions=[256, 128], kinematic hidden dimensions=[64, 32]2026.07 | 0.732 | 0.769 | 0.568 | |
| PLSdecoder=TCN2026.07 | 0.722 | 0.753 | 0.566 | |
| PCAdecoder=TCN2026.07 | 0.717 | 0.748 | 0.56 | |
| CEBRAdecoder=TCN2026.07 | 0.713 | 0.745 | 0.57 | |
| AE-Recondecoder=TCN2026.07 | 0.704 | 0.733 | 0.558 | |
| AE-Superdecoder=TCN2026.07 | 0.703 | 0.743 | 0.523 | |
| ARIMA2026.07 | -0.072 | -0.075 | -0.062 |