Table 4.
Classification accuracies (%) obtained with the dataset BCI competition IV-2b.
| Methods | Subject | Average ± SD | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| B01 | B02 | B03 | B04 | B05 | B06 | B07 | B08 | B09 | ||
| FBCSP | 70.00 | 60.36 | 60.94 | 97.50 | 93.12 | 80.63 | 78.13 | 92.50 | 86.88 | 80.01 ± 13.85 |
| CCSP | 63.75 | 56.79 | 50.00 | 93.44 | 65.63 | 81.25 | 72.81 | 87.81 | 82.81 | 72.70 ± 14.72 |
| BOTDA | 61.40 | 55.92 | 54.78 | 88.93 | 92.67 | 73.71 | 71.98 | 86.35 | 79.18 | 73.88 ± 14.18 |
| EEGNet | 68.44 | 57.86 | 61.25 | 90.63 | 80.94 | 63.13 | 84.38 | 93.13 | 83.13 | 75.88 ± 13.33 |
| ConNet | 76.56 | 50.00 | 51.56 | 96.88 | 93.13 | 85.31 | 83.75 | 91.56 | 85.62 | 79.37 ± 17.25 |
| DEI | 70.18 | 62.04 | 71.74 | 90.23 | 86.08 | 75.70 | 89.66 | 87.39 | 85.71 | 79.86 ± 10.17 |
| DRDA | 81.37 | 62.86 | 63.63 | 95.94 | 93.56 | 88.19 | 85.00 | 95.25 | 90.00 | 83.98 ± 12.67 |
| DAJAN | 83.44 | 58.57 | 59.06 | 98.13 | 96.56 | 84.38 | 86.25 | 92.81 | 87.81 | 83.00 ± 14.64 |
| FTF | 78.07 | 68.16 | 73.04 | 96.74 | 95.24 | 84.86 | 92.67 | 92.17 | 85.71 | 85.18 ± 10.17 |
| DAFM | 70.18 | 71.84 | 89.56 | 99.02 | 100.00 | 73.71 | 94.40 | 95.65 | 88.98 | 87.04 ± 11.95 |
Highest values are highlighted in boldface.