Table 3.
Classification accuracies (%) obtained with the dataset BCI competition IV-2a.
| Methods | Subject | Average ± SD | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| A01 | A02 | A03 | A04 | A05 | A06 | A07 | A08 | A09 | ||
| FBCSP | 76.00 | 56.50 | 81.25 | 61.00 | 55.00 | 45.25 | 82.75 | 81.25 | 70.75 | 67.75 ± 13.73 |
| CCSP | 84.72 | 52.78 | 80.90 | 59.38 | 54.51 | 49.31 | 88.54 | 71.88 | 56.60 | 66.50 ± 15.13 |
| BOTDA | 80.43 | 55.83 | 80.90 | 57.64 | 55.39 | 62.79 | 70.23 | 81.92 | 80.68 | 69.38 ± 11.95 |
| EEGNet | 85.76 | 61.46 | 88.54 | 67.01 | 55.90 | 52.08 | 89.58 | 83.33 | 86.81 | 74.50 ± 15.23 |
| ConNet | 76.39 | 55.21 | 89.24 | 74.65 | 56.94 | 54.17 | 92.71 | 77.08 | 76.39 | 72.53 ± 14.24 |
| DEI | 81.85 | 53.71 | 81.25 | 66.67 | 57.97 | 63.72 | 84.48 | 79.70 | 79.92 | 72.14 ± 11.66 |
| DRDA | 83.19 | 55.14 | 87.43 | 75.28 | 62.29 | 57.15 | 86.18 | 83.61 | 82.00 | 74.70 ± 12.96 |
| DAJAN | 86.46 | 68.75 | 93.06 | 85.42 | 72.57 | 63.54 | 95.49 | 85.76 | 83.68 | 81.52 ± 10.94 |
| FTF | 83.27 | 57.24 | 91.94 | 66.67 | 76.45 | 66.51 | 86.28 | 83.39 | 82.58 | 77.15 ± 11.34 |
| DAFM | 86.83 | 72.43 | 96.70 | 74.56 | 81.52 | 64.65 | 91.69 | 85.60 | 84.84 | 82.09 ± 10.02 |
Highest values are highlighted in boldface.