Seizure Detection on Unipolar TUH EEG raw (test)
0.88AUROCResNet-short + Dilation + LSTM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ResNet-short + Dilation + LSTMInput format=Raw2022.01 | 0.88 | 0.87 | 0.79 | 0.8 | |
| MobileNet V3 + LSTMInput format=Raw2022.01 | 0.87 | 0.85 | 0.82 | 0.75 | |
| CNN2D + BLSTMInput format=Raw2022.01 | 0.86 | 0.85 | 0.75 | 0.81 | |
| ResNet-short + LSTMInput format=Raw2022.01 | 0.86 | 0.85 | 0.77 | 0.8 | |
| MobileNetV3Input format=Raw2022.01 | 0.85 | 0.84 | 0.78 | 0.77 | |
| CNN2D + LSTMInput format=Raw2022.01 | 0.84 | 0.83 | 0.71 | 0.82 | |
| ResNet18Input format=Raw2022.01 | 0.83 | 0.8 | 0.73 | 0.77 | |
| AlexNetInput format=Raw2022.01 | 0.82 | 0.81 | 0.69 | 0.83 | |
| DenseNetInput format=Raw2022.01 | 0.82 | 0.79 | 0.72 | 0.77 | |
| Guided Feature TransformerInput format=Raw2022.01 | 0.81 | 0.8 | 0.69 | 0.81 | |
| CNN1D + LSTMInput format=Raw2022.01 | 0.8 | 0.79 | 0.66 | 0.78 | |
| CNN1D + BLSTMInput format=Raw2022.01 | 0.78 | 0.76 | 0.71 | 0.71 | |
| TDNN + LSTMInput format=Raw2022.01 | 0.7 | 0.69 | 0.56 | 0.74 | |
| ChronoNetInput format=Raw2022.01 | 0.63 | 0.61 | 0.63 | 0.56 | |
| Feature TransformerInput format=Raw2022.01 | 0.51 | 0.51 | 0.28 | 0.75 |