EEG Classification on BCIC 2B IV
83.13B1 ScoreEEG-CSANet
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EEG-CSANetYear=20252025.12 | 83.13 | 73.57 | 88.13 | 99.38 | 99.69 | 91.25 | 95.31 | 96.88 | 92.5 | 91.09 | 8.48 | 0.8218 | |
| TMSA-NetYear=20252025.12 | 82.81 | 71.07 | 87.81 | 98.13 | 98.44 | 91.56 | 94.38 | 95.63 | 87.5 | 89.7 | 8.74 | 0.794 | |
| MSTFNetYear=20242025.12 | 82.72 | 73.26 | 82.34 | 98.75 | 97.44 | 90.86 | 92.51 | 94.52 | 90.99 | 89.27 | 8.27 | 0.78 | |
| EEG-ConformerYear=20232025.12 | 82.5 | 65.71 | 63.75 | 98.44 | 86.56 | 90.31 | 87.81 | 94.38 | 92.19 | 84.63 | 12.18 | 0.6926 | |
| ATCNetYear=20232025.12 | 79.38 | 75 | 88.75 | 98.13 | 96.56 | 88.13 | 94.38 | 94.69 | 85.31 | 88.93 | 7.94 | 0.7785 | |
| EEG-TransNetYear=20242025.12 | 79.06 | 70.71 | 87.81 | 98.44 | 96.88 | 91.56 | 91.88 | 95.63 | 90 | 89.11 | 8.98 | 0.7822 | |
| ADFCNNYear=20242025.12 | 78.13 | 72.14 | 87.5 | 98.44 | 97.81 | 90 | 92.81 | 92.81 | 90.63 | 88.92 | 8.69 | 0.7749 | |
| EEGNetYear=20182025.12 | 75.94 | 57.64 | 58.43 | 98.13 | 81.25 | 88.75 | 84.06 | 93.44 | 89.69 | 80.81 | 14.46 | 0.6096 | |
| EISATC-FusionYear=20242025.12 | 75 | 72.86 | 86.56 | 96.88 | 97.81 | 84.38 | 94.06 | 93.75 | 86.88 | 87.58 | 9.07 | 0.7515 |