ISP vs Silence decoding on ISP vs Silence Full window
90.4Balanced AccuracyResNet-18
Evaluation Results
| Method | Links | |
|---|---|---|
| ResNet-18Protocol=Subject-Agnostic Pooled (SAP)2026.01 | 90.4 | |
| ViT-TinyProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 88.8 | |
| RiemannianProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 81.7 | |
| Shallow CNNProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 81.4 | |
| ResNet-18Protocol=Leave-One-Subject-Out (LOSO)2026.01 | 77.5 | |
| EEGNetProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 77.1 | |
| ViT-TinyProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 77 | |
| Shallow CNNProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 72 | |
| RiemannianProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 71.8 | |
| EEGNetProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 69.9 | |
| LDAProtocol=Subject-Agnostic Pooled (SAP)2026.01 | 66.4 | |
| LDAProtocol=Leave-One-Subject-Out (LOSO)2026.01 | 62.5 |