Motor Imagery Classification on BCI Competition IV-2b Dataset I (cross-subject)
80.83Average AccuracyHCFT
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HCFTYear=20252026.01 | 80.83 | 78.62 | 73.23 | 67.71 | 93.92 | 82.72 | 82.68 | 86.17 | 84.47 | 77.94 | 7.61 | 0.6165 | |
| SCNNYear=20252026.01 | 79.38 | — | — | — | — | — | — | — | — | — | 14.17 | — | |
| ConTraNetYear=20252026.01 | 76.57 | 72.92 | 72.94 | 63.75 | 83.51 | 82.7 | 80.69 | 84.44 | 77.37 | 70.83 | 6.97 | — | |
| ConformerYear=20232026.01 | 76.4 | 65.89 | 64.43 | 67.45 | 84.45 | 72.24 | 76.56 | 77.86 | 69.23 | 74.87 | 6.51 | 0.4521 | |
| CTNetYear=20252026.01 | 76.27 | 76.25 | 71.03 | 66.39 | 81.76 | 83.11 | 77.22 | 79.17 | 73.56 | 77.92 | 5.26 | 0.5252 | |
| MSHCNNYear=20222026.01 | 76.03 | 76.8 | 66.32 | 57.36 | 91.75 | 79.59 | 82.63 | 74.16 | 80.13 | 75.55 | 9.79 | — | |
| MSCFormerYear=20252026.01 | 75.25 | 76.11 | 71.18 | 62.36 | 81.35 | 81.08 | 74.72 | 78.89 | 76.18 | 75.42 | 5.8 | 0.5051 | |
| MSNNYear=20192026.01 | 75.02 | 74.72 | 65.29 | 57.63 | 91.21 | 74.72 | 85.55 | 72.91 | 76.57 | 76.66 | 9.88 | — | |
| EEGPTYear=20252026.01 | 74.7 | 72.22 | 69.71 | 61.53 | 78.78 | 81.08 | 70.42 | 83.89 | 83.82 | 70.83 | 7.61 | 0.4936 | |
| Hybrid EEGNetYear=20242026.01 | 73.72 | 71.53 | 65 | 58.75 | 84.86 | 78.78 | 77.5 | 77.92 | 73.68 | 75.41 | 7.82 | — | |
| EEGNetYear=20192026.01 | 73.45 | 66.15 | 71.08 | 72.01 | 56.48 | 80.24 | 78.78 | 85.03 | 79.54 | 71.74 | 8.64 | 0.4684 | |
| EEGCCTYear=20242026.01 | 73.26 | 68.75 | 59.6 | 59.9 | 89.21 | 73.44 | 75.39 | 76.3 | 75.76 | 77.73 | 9.21 | 0.4587 | |
| ConvNetYear=20172026.01 | 70.65 | 64.19 | 62.9 | 67.58 | 72.06 | 75.87 | 72.01 | 81.51 | 79.02 | 60.68 | 7.33 | 0.4134 | |
| Hybrid t-CViTYear=20212026.01 | 66.79 | 66.39 | 55.74 | 52.36 | 82.7 | 72.57 | 63.89 | 68.89 | 65.92 | 72.64 | 9.12 | — | |
| Hybrid s-CViTYear=20202026.01 | 64.44 | 68.47 | 56.91 | 50.42 | 81.08 | 60.68 | 61.67 | 62.22 | 70 | 68.47 | 8.81 | — |