EEG Classification on BCIC IV-2A (test)
88.54AccuracyEEG-CSANet
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EEG-CSANetYear=20252025.12 | 88.54 | 94.44 | 71.88 | 98.26 | 91.32 | 84.03 | 79.51 | 93.75 | 92.36 | 91.32 | 8.41 | 0.8472 | — | |
| EEG-TransNetYear=20242025.12 | 85.03 | 88.89 | 64.93 | 96.18 | 85.42 | 82.64 | 73.61 | 95.14 | 90.28 | 88.19 | 10.12 | 0.8004 | — | |
| EISATC-FusionYear=20242025.12 | 84.57 | 85.07 | 73.26 | 95.49 | 87.15 | 81.94 | 73.96 | 93.06 | 85.76 | 85.42 | 7.48 | 0.7942 | — | |
| MCMTNetYear=20242025.12 | 84.49 | 89.7 | 73.43 | 95.01 | 82.38 | 80.79 | 70.88 | 92.29 | 87.94 | 88.01 | 8.28 | 0.793 | — | |
| MSTFNetYear=20242025.12 | 83.62 | 90.63 | 69.89 | 97.22 | 79.56 | 79.86 | 68.4 | 90.97 | 86.11 | 89.93 | 9.91 | 0.79 | — | |
| ADFCNNYear=20242025.12 | 83.24 | 89.42 | 71.12 | 95.61 | 82.43 | 73.42 | 71.88 | 90.97 | 87.5 | 86.81 | 9.05 | 0.7733 | — | |
| TMSA-NetYear=20252025.12 | 83.2 | 87.5 | 64.24 | 96.18 | 84.03 | 79.86 | 67.71 | 93.06 | 90.79 | 85.42 | 10.94 | 0.7762 | — | |
| ATCNetYear=20232025.12 | 82.96 | 85.07 | 68.75 | 96.53 | 83.68 | 77.78 | 72.22 | 86.81 | 86.46 | 89.31 | 8.66 | 0.784 | — | |
| StaFlowNet2026.04 | 80.14 | — | — | — | — | — | — | — | — | — | — | 0.7351 | 79.57 | |
| MSVTNet2026.04 | 78.99 | — | — | — | — | — | — | — | — | — | — | 0.7198 | 78.46 | |
| EEG-ConformerYear=20232025.12 | 78.66 | 88.19 | 61.46 | 93.4 | 78.13 | 52.08 | 65.28 | 92.36 | 88.19 | 88.89 | 15.3 | 0.7155 | — | |
| EEGConformer2026.04 | 78.41 | — | — | — | — | — | — | — | — | — | — | 0.7122 | 78.11 | |
| FBCNet2026.04 | 77.57 | — | — | — | — | — | — | — | — | — | — | 0.7009 | 76.58 | |
| LightConvNet2026.04 | 76.54 | — | — | — | — | — | — | — | — | — | — | 0.6872 | 75.39 | |
| TransNet2026.04 | 76.18 | — | — | — | — | — | — | — | — | — | — | 0.6824 | 74.95 | |
| EEGNetYear=20182025.12 | 73.44 | 82.91 | 66.49 | 87.29 | 59.39 | 64.88 | 60.59 | 72.81 | 81.06 | 85.57 | 11.02 | 0.6423 | — | |
| ShallowNet2026.04 | 72.49 | — | — | — | — | — | — | — | — | — | — | 0.6332 | 71.44 | |
| EEGNet2026.04 | 69.1 | — | — | — | — | — | — | — | — | — | — | 0.5879 | 68.03 |