Motor Imagery Decoding on BCI Competition IV 2a I (cross-subject)
86.17Average AccuracyBFM-MSDA
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BFM-MSDAEvaluation Protocol=Cross-subject2025.07 | 86.17 | 83.19 | 76.53 | 91.74 | 83.26 | 89.37 | 81.46 | 92.5 | 90.14 | 87.29 | 0.7233 | |
| DJDANEvaluation Protocol=Cross-subject2025.07 | 84.18 | 81.25 | 76.39 | 92.36 | 78.47 | 81.25 | 88.19 | 92.36 | 82.64 | 84.72 | 0.6836 | |
| DJP-MMDEvaluation Protocol=Cross-subject2025.07 | 84.11 | 79.78 | 72.22 | 89.58 | 81.94 | 85.42 | 83.33 | 88.89 | 89.58 | 86.28 | 0.6823 | |
| GATEvaluation Protocol=Cross-subject2025.07 | 83.81 | 82.42 | 75.69 | 93.06 | 82.78 | 88.28 | 82.64 | 82.06 | 85.42 | 81.94 | 0.6762 | |
| JANEvaluation Protocol=Cross-subject2025.07 | 83.21 | 79.69 | 76.32 | 84.25 | 75.69 | 86.81 | 84.72 | 89.19 | 90.28 | 81.94 | 0.6642 | |
| ASJDAEvaluation Protocol=Cross-subject2025.07 | 83.02 | 72.22 | 74.61 | 89.58 | 78.08 | 82.64 | 86.81 | 85.42 | 90.97 | 86.81 | 0.6603 | |
| ConformerEvaluation Protocol=Cross-subject2025.07 | 80.75 | 81.59 | 68.53 | 88.07 | 82.04 | 74.68 | 78.54 | 86.97 | 82.59 | 83.74 | 0.615 | |
| ShallowConvNetEvaluation Protocol=Cross-subject2025.07 | 80.15 | 75.73 | 74.89 | 78.47 | 76.39 | 81.25 | 87.43 | 87.5 | 83.33 | 76.39 | 0.6031 | |
| EEGNetEvaluation Protocol=Cross-subject2025.07 | 77.93 | 72.92 | 64.58 | 79.17 | 78.47 | 86.11 | 74.31 | 83.33 | 79.86 | 82.64 | 0.5586 | |
| EVA-NetSetting=subject-independent2026.06 | 71.25 | — | — | — | — | — | — | — | — | — | — | |
| CBraMod w/ LinearEvaluation Protocol=Cross-subject2025.07 | 67.92 | 72.32 | 59.38 | 68.97 | 64.92 | 66.81 | 69.43 | 71.87 | 69.35 | 68.24 | 0.3584 | |
| EEGCCTSetting=subject-independent2026.06 | 67.9 | — | — | — | — | — | — | — | — | — | — | |
| LaBraM w/ LinearEvaluation Protocol=Cross-subject2025.07 | 64.77 | 65.38 | 58.17 | 70.19 | 65.81 | 59.76 | 65.26 | 69.81 | 65.71 | 62.87 | 0.2955 | |
| MSVTNetSetting=subject-independent2026.06 | 64.1 | — | — | — | — | — | — | — | — | — | — | |
| EEGNetSetting=subject-independent2026.06 | 63.44 | — | — | — | — | — | — | — | — | — | — | |
| EEG ConformerSetting=subject-independent2026.06 | 60.7 | — | — | — | — | — | — | — | — | — | — | |
| ShallowConvNetSetting=subject-independent2026.06 | 59.43 | — | — | — | — | — | — | — | — | — | — |