EEG Analysis on TUSZ
76.93F1 ScoreResNet-LSTM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ResNet-LSTMParameters Size (MB)=15.75, Processing Load (Giga Op.s)=1.153, Random Seeds=52026.06 | 76.93 | 85.3 | 80.55 | 83.93 | 90.4 | |
| ResNet-GRUParameters Size (MB)=14.70, Processing Load (Giga Op.s)=0.983, Random Seeds=52026.06 | 76.39 | 84.44 | 80.6 | 83 | 90.05 | |
| ResNet-BiLSTMParameters Size (MB)=13.12, Processing Load (Giga Op.s)=0.982, Random Seeds=52026.06 | 74.38 | 81.82 | 80.31 | 80.58 | 88.6 | |
| 2D-CNN-LSTMParameters Size (MB)=6.16, Processing Load (Giga Op.s)=0.285, Random Seeds=52026.06 | 73.45 | 82.07 | 78.48 | 80.54 | 87.52 | |
| ResNet18Parameters Size (MB)=20.82, Processing Load (Giga Op.s)=5.742, Random Seeds=52026.06 | 69.65 | 78.66 | 76.02 | 73.59 | 84.91 | |
| ChronoNetParameters Size (MB)=0.50, Processing Load (Giga Op.s)=0.015, Random Seeds=52026.06 | 51.67 | 65.09 | 54.43 | 45.53 | 62.7 |