Table 11.
Classification accuracy of the proposed methods and other resent methods for BCI Competition IV Dataset IIa.
| Methods | A01 | A02 | A03 | A04 | A05 | A06 | A07 | A08 | A09 | Mean ± Std |
|---|---|---|---|---|---|---|---|---|---|---|
| GRU-RNN [75] (2018) | 84.82 | 65.32 | 83.54 | 67.67 | 64.00 | 70.87 | 84.96 | 71.95 | 68.90 | 73.56 ± 4.38 |
| CSP\AM-BA-SVM [76] (2018) | 90.56 | 66.32 | 91.99 | 70.28 | 68.53 | 55.75 | 90.63 | 87.80 | 85.07 | 78.55 ± 13.40 |
| ERDSA [77] (2018) | 86.81 | 63.89 | 94.44 | 68.75 | 56.25 | 69.44 | 78.47 | 97.91 | 93.75 | 78.86 ± 15.07 |
| IST-TSVM [78] (2019) | 80.14 | 51.55 | 95.54 | 53.60 | 51.65 | 56.83 | 56.58 | 93.42 | 92.66 | 70.22 ± 19.74 |
| CA+PSR+CSP [79] (2020) | 80.00 | 65.36 | 87.14 | 67.50 | 55.54 | 50.18 | 91.79 | 84.11 | 87.86 | 74.39 ± 15.18 |
| MTFL [80] (2020) | 91.67 | 63.19 | 95.14 | 72.22 | 64.58 | 68.06 | 79.17 | 97.92 | 92.37 | 80.48 ± 13.97 |
| p-LTCSP [81] (2020) | 82.60 | 70.23 | 70.23 | 55.15 | 54.36 | 60.14 | 73.38 | 85.29 | 74.62 | 69.56 ± 11.10 |
| CSP-Wavelet+LOG | 93.06 | 61.81 | 95.83 | 72.92 | 58.33 | 68.06 | 81.25 | 95.14 | 93.06 | 79.91 ± 15.06 |
| CSP-WPD+LOG | 91.67 | 55.56 | 97.22 | 72.22 | 62.50 | 68.06 | 79.17 | 95.14 | 93.06 | 79.40 ± 15.56 |
| CSP-FB+LOG | 90.28 | 61.81 | 97.92 | 69.44 | 52.78 | 69.44 | 77.08 | 95.14 | 90.97 | 78.32 ± 16.02 |