3-class Vowel Decoding on MEG Imagined Speech Full window
60.6Balanced AccuracyResNet-18
Evaluation Results
| Method | Links | |
|---|---|---|
| ResNet-18Evaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 60.6 | |
| ViT-TinyEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 60.1 | |
| RiemannianEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 54.6 | |
| Shallow CNNEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 54.5 | |
| ResNet-18Evaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 51.7 | |
| ViT-TinyEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 51 | |
| EEGNetEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 49.9 | |
| Shallow CNNEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 47.6 | |
| RiemannianEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 47.5 | |
| EEGNetEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 44.4 | |
| LDAEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 43.2 | |
| LDAEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 40.7 |