ISP vs Silence decoding on ISP vs Silence (Pre-cue window)
72.9Balanced AccuracyResNet-18
Evaluation Results
| Method | Links | |
|---|---|---|
| ResNet-18Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 72.9 | |
| ViT-TinyProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 70.3 | |
| Shallow CNNProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 64.6 | |
| RiemannianProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 63.5 | |
| ViT-TinyProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 61.2 | |
| EEGNetProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 61 | |
| ResNet-18Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 60.8 | |
| Shallow CNNProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 56.7 | |
| LDAProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 56.6 | |
| EEGNetProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 56.6 | |
| RiemannianProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 55.8 | |
| LDAProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 53.1 |