Seizure Detection on Held-out-subject Subject 110 (test)
97.39Balanced AccuracyEEGVFusion
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EEGVFusionInput Modality=EEG-only2026.04 | 97.39 | 97.85 | 96.93 | 100 | 2.725 | |
| EEGVFusionInput Modality=Multimodal (EEG+Video)2026.04 | 97.18 | 94.93 | 99.42 | 100 | 0.4833 | |
| 1dCNN-LSTM2026.04 | 97.08 | 95.13 | 99.02 | 100 | 0.625 | |
| EEGVFusionInput Modality=video-only2026.04 | 96.61 | 94.54 | 98.68 | 100 | 1.1917 | |
| Epi-AI2026.04 | 93.35 | 99.23 | 87.48 | 100 | 1.2833 | |
| EEGformer2026.04 | 91.58 | 91.28 | 91.89 | 100 | 7.9333 | |
| Husformer2026.04 | 89.81 | 81.08 | 98.57 | 83.33 | 1.3417 | |
| DeepConvNet2026.04 | 88.35 | 79.51 | 97.2 | 91 | 2.1917 | |
| EEGNet2026.04 | 77.41 | 56.14 | 98.68 | 63 | 1.25 | |
| ShallowConvNet2026.04 | 66.79 | 35.33 | 98.24 | 41.67 | 1.6083 |