3-class Vowel Decoding on MEG Imagined Speech Post-cue window
60.5Balanced AccuracyResNet-18
Evaluation Results
| Method | Links | |
|---|---|---|
| ResNet-18Evaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 60.5 | |
| ViT-TinyEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 58.6 | |
| RiemannianEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 53.6 | |
| Shallow CNNEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 53.4 | |
| ResNet-18Evaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 51.4 | |
| ViT-TinyEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 50.1 | |
| EEGNetEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 48.5 | |
| RiemannianEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 46.6 | |
| Shallow CNNEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 46.1 | |
| EEGNetEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 44 | |
| LDAEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 43.1 | |
| LDAEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 39.9 |