3-class Vowel Decoding on MEG Imagined Speech Pre-cue window
36.7Balanced AccViT-Tiny
Evaluation Results
| Method | Links | |
|---|---|---|
| ViT-TinyEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 36.7 | |
| Shallow CNNEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 36 | |
| ResNet-18Evaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 35.9 | |
| RiemannianEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 35.7 | |
| ViT-TinyEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 35 | |
| ResNet-18Evaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 34.8 | |
| EEGNetEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 34.4 | |
| RiemannianEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 34.2 | |
| Shallow CNNEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 34.1 | |
| LDAEvaluation Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 33.8 | |
| EEGNetEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 33.3 | |
| LDAEvaluation Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 32.8 |