Motor Intention Recognition on SSVEP-based BCI Motor Intention Dataset (test)
94.67AccuracyMACNN-BiLSTM
Evaluation Results
| Method | Links | |
|---|---|---|
| MACNN-BiLSTMTime Window=1.5s2025.12 | 94.67 | |
| CNN-BiLSTMTime Window=1.5s2025.12 | 92.99 | |
| FBCCATime Window=1.5s2025.12 | 83.34 | |
| MACNN-BiLSTMTime Window=1.25s2025.12 | 81.53 | |
| CCATime Window=1.5s2025.12 | 80.08 | |
| CNN-BiLSTMTime Window=1.25s2025.12 | 79.44 | |
| MACNN-BiLSTMTime Window=1s2025.12 | 77.97 | |
| CNN-BiLSTMTime Window=1s2025.12 | 75.36 | |
| CCATime Window=1.25s2025.12 | 75.04 | |
| FBCCATime Window=1.25s2025.12 | 68.13 | |
| FBCCATime Window=1s2025.12 | 66.88 | |
| CCATime Window=1s2025.12 | 66.32 | |
| MACNN-BiLSTMTime Window=0.75s2025.12 | 63.82 | |
| CNN-BiLSTMTime Window=0.75s2025.12 | 62.21 | |
| CCATime Window=0.75s2025.12 | 55.56 | |
| FBCCATime Window=0.75s2025.12 | 51.44 | |
| MACNN-BiLSTMTime Window=0.5s2025.12 | 50.18 | |
| CCATime Window=0.5s2025.12 | 46.74 | |
| FBCCATime Window=0.5s2025.12 | 46.52 | |
| CNN-BiLSTMTime Window=0.5s2025.12 | 43.8 |