ISP vs Silence decoding on ISP vs Silence (Post-cue window)
90.2Balanced AccuracyResNet-18
Evaluation Results
| Method | Links | |
|---|---|---|
| ResNet-18Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 90.2 | |
| ViT-TinyProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 86.4 | |
| RiemannianProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 80.1 | |
| Shallow CNNProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 79.7 | |
| ResNet-18Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 77 | |
| ViT-TinyProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 75.7 | |
| EEGNetProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 74.4 | |
| RiemannianProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 70.4 | |
| Shallow CNNProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 69.6 | |
| EEGNetProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 69.2 | |
| LDAProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 66.3 | |
| LDAProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 61.2 |