Word-level classification on SS-EEG (test)
88.05Subject 01 PerformanceBrainStack
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BrainStackParam.=1.06M2026.01 | 88.05 | 39.48 | 48.57 | 29.87 | 10.13 | 17.4 | 60.25 | 19.74 | 70.64 | 34.54 | 41.87 | |
| BrainStack HomoParam.=5.93M2026.01 | 81.04 | 27.79 | 32.98 | 23.37 | 6.23 | 11.69 | 53.77 | 11.69 | 60.77 | 18.44 | 32.78 | |
| BrainStack RoI5Param.=1.05M2026.01 | 80.26 | 39.22 | 44.15 | 24.94 | 5.71 | 11.42 | 56.1 | 15.84 | 62.85 | 31.42 | 37.19 | |
| LaBraMParam.=5.80M2026.01 | 63.4 | 13 | 15.1 | 9.1 | 8.6 | 7.5 | 34.3 | 8.3 | 13.2 | 10.4 | 18.29 | |
| STTransformerParam.=2.78M2026.01 | 60.3 | 16.4 | 30.9 | 21.3 | 17.4 | 35.1 | 15.6 | 31.2 | 31.2 | 23.4 | 28.28 | |
| EEGConformerParam.=0.75M2026.01 | 58.2 | 32.7 | 27.5 | 12.2 | 11.2 | 7 | 30.9 | 7 | 23.9 | 28.3 | 23.89 | |
| EEGNetParam.=8.54K2026.01 | 40.8 | 35.3 | 33.5 | 22.9 | 17.7 | 10.6 | 49.6 | 14 | 38.7 | 24.7 | 28.78 | |
| TCNetParam.=78.62K2026.01 | 36.9 | 36.4 | 32.7 | 22.7 | 14.3 | 15.3 | 44.4 | 16.4 | 50.4 | 25.5 | 29.5 |