Seizure Detection on Rodent Seizure Dataset (random-session)
99.57Balanced AccuracyEEGVFusion
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EEGVFusionInput Modality=EEG + Video2026.04 | 99.57 | 99.93 | 99.21 | 100 | 0.625 | |
| EEGVFusionInput Modality=video-only2026.04 | 98.61 | 100 | 97.22 | 100 | 2.4833 | |
| EEGVFusionInput Modality=EEG-only2026.04 | 96.57 | 95.95 | 97.19 | 96.67 | 2.5167 | |
| 1dCNN-LSTM2026.04 | 89.25 | 79.94 | 98.56 | 80 | 1.3917 | |
| EEGformer2026.04 | 87.09 | 94.17 | 80.01 | 96.67 | 17.075 | |
| Husformer2026.04 | 85.42 | 72.61 | 98.23 | 75.33 | 1.55 | |
| DeepConvNet2026.04 | 84.5 | 71.96 | 97.03 | 73.59 | 2.4167 | |
| EEGNet2026.04 | 78.29 | 65.79 | 90.78 | 70 | 6.3 | |
| Epi-AI2026.04 | 76.1 | 73.33 | 78.87 | 73.33 | 16.725 | |
| ShallowConvNet2026.04 | 71.14 | 48.01 | 94.27 | 55.33 | 3.8917 |