EEG Classification on EEG-Bench
215-Finger MI AccuracyLaya
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LayaProtocol=Linear probe2026.03 | 21 | — | 50.6 | 27.9 | 57.3 | 76.4 | 60.8 | 68.1 | 64.3 | 23.4 | 81.8 | 64.7 | 46.2 | 79.3 | 23.6 | 53.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LaBraMProtocol=Linear probe2026.03 | 20.5 | — | 51.8 | 29.9 | 58.2 | 80.4 | 68.8 | 70.2 | 64.3 | 46 | 81.8 | 53.6 | 46.2 | 94.5 | 23.2 | 56.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Laya-SProtocol=Linear probe2026.03 | 20.2 | — | 50.6 | 26.6 | 58.4 | 78.3 | 69.3 | 71.5 | 50 | 48.6 | 81.8 | 68.6 | 46.2 | 86.5 | 23.8 | 55.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Laya-SProtocol=Linear probe2026.03 | 19.9 | — | 49.5 | 26.6 | 58.6 | 78.2 | 69.7 | 69.6 | 48.5 | 53.9 | 81.5 | 68.9 | 45.5 | 92.5 | 25.4 | 56.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LayaProtocol=Linear probe2026.03 | 19.8 | — | 50.5 | 26.9 | 57.5 | 76.1 | 61.3 | 66.6 | 60.9 | 29.4 | 80.8 | 64.2 | 29.1 | 88.2 | 25.4 | 52.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUNAProtocol=Linear probe2026.03 | 19.4 | — | 51.1 | 26.5 | 53.6 | 76.4 | 73.5 | 71.2 | 67.9 | 50 | 81.8 | 70.6 | 53.8 | 96 | 24.3 | 58.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LaBraMProtocol=Linear probe2026.03 | 17.6 | — | 51.8 | 29.2 | 58.1 | 80.3 | 69.3 | 69.9 | 62.9 | 51.6 | 81.8 | 54.5 | 29.1 | 96.9 | 24.9 | 55.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUNAProtocol=Linear probe2026.03 | 14.6 | — | 42.6 | 14.3 | 50.5 | 76.3 | 73.8 | 64.3 | 54.9 | 55.3 | 80.8 | 70.6 | 37.7 | 97.7 | 25.8 | 54.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LaBraMProtocol=Linear probing2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.5 | 3.6 | 6.3 | 14.7 | 60.3 | 37.2 | 29.5 | 13 | 23.5 | 63.3 | 8.4 | 0 | 3.8 | 1.3 | 19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LaBraMprotocol=Linear probe2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 17.9 | 51.8 | 29.1 | 57.4 | 80.1 | 68.2 | 64.7 | 56.2 | 27.1 | 81.7 | 52.9 | 31.6 | 50.8 | 17.1 | 49 | |
| LayaProtocol=Linear probing2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.5 | 1.1 | 3.7 | 15.2 | 51.8 | 20 | 20.3 | 7.3 | 5.1 | 62.1 | 21.5 | 0 | 1.3 | 0.9 | 15.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Layaprotocol=Linear probe2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 20 | 50.5 | 26.8 | 57.3 | 75.7 | 59.7 | 59.8 | 52.4 | 15.8 | 80.4 | 60.7 | 31.6 | 45.2 | 16.2 | 46.6 | |
| Laya-SProtocol=Linear probing2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.7 | 1.3 | 2.2 | 16.7 | 56 | 36.7 | 27.1 | 15.2 | 28 | 64.5 | 32.9 | -9.6 | 2.5 | 1.3 | 19.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Laya-Sprotocol=Linear probe2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 20 | 49.5 | 26.5 | 58.2 | 78 | 68.2 | 63 | 49.7 | 30.9 | 81.7 | 66.4 | 44.8 | 47.9 | 16.5 | 50.1 | |
| LUNAProtocol=Linear probing2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -0.5 | 2.5 | 1.2 | 12.8 | 52.2 | 45.9 | 15.4 | 0 | 26.3 | 62.1 | 36.4 | 0 | 2 | 2.3 | 18.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUNAprotocol=Linear probe2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 14.8 | 42.7 | 14 | 51.7 | 76.1 | 72.7 | 53.7 | 40.4 | 28.2 | 80.4 | 68.2 | 35 | 50.3 | 17.2 | 46.1 |