Motor Imagery Classification on BCIC 2a IV
64Balanced AccuracyREVE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| REVEprotocol=finetuning2026.06 | 64 | — | — | |
| CBraMod-MTDP 100%Pretrain Dataset (Hours)=90002026.03 | 59.81 | 46.41 | 59.11 | |
| CBraMod-MTDP 25%Pretrain Dataset (Hours)=22502026.03 | 59.63 | 46.18 | 58.81 | |
| B[FM]²protocol=finetuning2026.06 | 57 | — | — | |
| CSBrainprotocol=finetuning2026.06 | 56.6 | — | — | |
| CBraModprotocol=finetuning2026.06 | 51.4 | — | — | |
| CBraMod 100%Pretrain Dataset (Hours)=90002026.03 | 51.38 | 35.18 | 49.84 | |
| CBraMod 25%Pretrain Dataset (Hours)=22502026.03 | 49.31 | 32.41 | 48.74 | |
| LaBraM-Baseprotocol=finetuning2026.06 | 48.7 | — | — | |
| LaBraMPretrain Dataset (Hours)=25002026.03 | 48.69 | 31.59 | 47.58 | |
| BIOTprotocol=finetuning2026.06 | 47.5 | — | — | |
| BIOTPretrain Dataset (Hours)=1222026.03 | 47.48 | 29.97 | 46.07 | |
| EEGConformerprotocol=finetuning2026.06 | 47 | — | — | |
| EEGConformerPretrain Dataset (Hours)=02026.03 | 46.96 | 29.24 | 45.33 | |
| ContraWRprotocol=finetuning2026.06 | 46.8 | — | — | |
| ContraWRPretrain Dataset (Hours)=02026.03 | 46.78 | 29.05 | 44.13 | |
| SPaRCNetprotocol=finetuning2026.06 | 46.4 | — | — | |
| SPaRCNetPretrain Dataset (Hours)=02026.03 | 46.35 | 28.47 | 44.32 | |
| CNN-TransformerPretrain Dataset (Hours)=02026.03 | 46 | 28 | 44.6 | |
| CNN-Transformerprotocol=finetuning2026.06 | 46 | — | — | |
| ST-Transformerprotocol=finetuning2026.06 | 45.8 | — | — | |
| ST-TransformerPretrain Dataset (Hours)=02026.03 | 45.75 | 27.33 | 44.71 | |
| EEGNetPretrain Dataset (Hours)=02026.03 | 44.82 | 26.93 | 42.26 | |
| EEGNetprotocol=finetuning2026.06 | 44.8 | — | — | |
| FFCLPretrain Dataset (Hours)=02026.03 | 44.7 | 26.27 | 42.38 | |
| FFCLprotocol=finetuning2026.06 | 44.7 | — | — |