Motor Decoding on HCP Full block
98.7AccuracyPIMSM
Evaluation Results
| Method | Links | |
|---|---|---|
| PIMSMΔ Type=spectrum-derived2026.05 | 98.7 | |
| Mamba22026.05 | 98.3 | |
| PIMSMΔ Type=random2026.05 | 98.3 | |
| Transformer2026.05 | 98.2 | |
| PIMSMΔ Type=learnable2026.05 | 98.2 | |
| 1DCNN2026.05 | 97.8 | |
| PIMSMTemporal Context=Full block2026.05 | 0.987 | |
| Mamba2Temporal Context=Full block2026.05 | 0.983 | |
| PIMSMvariant=random Δ, Temporal Context=Full block2026.05 | 0.983 | |
| TransformerTemporal Context=Full block2026.05 | 0.982 | |
| PIMSMvariant=learnable Δ, Temporal Context=Full block2026.05 | 0.982 | |
| 1DCNNTemporal Context=Full block2026.05 | 0.978 |