Seizure Detection on TUH EEG v1.5.2 (test)
100TPRCNN1D + LSTM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CNN1D + LSTMEvaluation Protocol=OVLP2022.01 | 100 | — | — | 52 | 72.13 | — | — | — | |
| CNN1D + BLSTMEvaluation Protocol=OVLP2022.01 | 100 | — | — | 48 | 82.44 | — | — | — | |
| ResNet18Evaluation Protocol=OVLP2022.01 | 100 | — | — | 51 | 76.15 | — | — | — | |
| DenseNetEvaluation Protocol=OVLP2022.01 | 100 | — | — | 49 | 85.19 | — | — | — | |
| ChronoNetEvaluation Protocol=OVLP2022.01 | 100 | — | — | 52 | 74.34 | — | — | — | |
| TDNN+LSTMEvaluation Protocol=OVLP2022.01 | 100 | — | — | 52 | 80.55 | — | — | — | |
| Feature TransformerEvaluation Protocol=OVLP2022.01 | 100 | — | — | 53 | 73.22 | — | — | — | |
| Guided Feature TransformerEvaluation Protocol=OVLP2022.01 | 100 | — | — | 52 | 72.13 | — | — | — | |
| MobileNetV3Evaluation Protocol=OVLP2022.01 | 86 | — | — | 43 | 739.24 | — | — | — | |
| AlexNetEvaluation Protocol=OVLP2022.01 | 86 | — | — | 62 | 93.54 | — | — | — | |
| ResNet-short + Dilation + LSTMEvaluation Protocol=EPOCH2022.01 | 84 | 0.91 | 0.9 | 83 | — | — | — | — | |
| ResNet-short + LSTMEvaluation Protocol=EPOCH2022.01 | 83 | 0.92 | 0.91 | 85 | — | — | — | — | |
| MobileNetV3 + LSTMEvaluation Protocol=EPOCH2022.01 | 83 | 0.89 | 0.87 | 78 | — | — | — | — | |
| DenseNetEvaluation Protocol=EPOCH2022.01 | 78 | 0.82 | 0.79 | 73 | — | — | — | — | |
| MobileNetV3Evaluation Protocol=EPOCH2022.01 | 77 | 0.85 | 0.83 | 76 | — | — | — | — | |
| CNN2D+BLSTMEvaluation Protocol=EPOCH2022.01 | 76 | 0.87 | 0.86 | 85 | — | — | — | — | |
| ResNet-short + LSTMEvaluation Protocol=OVLP2022.01 | 75 | — | — | 84 | 64.9 | — | — | — | |
| ResNet18Evaluation Protocol=EPOCH2022.01 | 75 | 0.81 | 0.78 | 75 | — | — | — | — | |
| CNN1D + BLSTMEvaluation Protocol=EPOCH2022.01 | 73 | 0.8 | 0.78 | 71 | — | — | — | — | |
| TDNN+LSTMEvaluation Protocol=EPOCH2022.01 | 72 | 0.8 | 0.78 | 73 | — | — | — | — | |
| CNN2D+BLSTMEvaluation Protocol=OVLP2022.01 | 70 | — | — | 86 | 47.18 | — | — | — | |
| AlexNetEvaluation Protocol=EPOCH2022.01 | 70 | 0.83 | 0.81 | 81 | — | — | — | — | |
| Guided Feature TransformerEvaluation Protocol=EPOCH2022.01 | 70 | 0.82 | 0.81 | 80 | — | — | — | — | |
| CNN1D + LSTMEvaluation Protocol=EPOCH2022.01 | 69 | 0.8 | 0.79 | 75 | — | — | — | — | |
| ResNet-short + Dilation + LSTMEvaluation Protocol=OVLP2022.01 | 62 | — | — | 89 | 35.7 | — | — | — | |
| ChronoNetEvaluation Protocol=EPOCH2022.01 | 58 | 0.59 | 0.57 | 56 | — | — | — | — | |
| MobileNetV3 + LSTMEvaluation Protocol=OVLP2022.01 | 55 | — | — | 94 | 15.73 | — | — | — | |
| Feature TransformerEvaluation Protocol=EPOCH2022.01 | 46 | 0.6 | 0.6 | 72 | — | — | — | — | |
| ResNet-short + LSTMEvaluation Protocol=TAES2022.01 | 40 | — | — | 100 | 1.68 | — | — | — | |
| ResNet-short + Dilation + LSTMEvaluation Protocol=TAES2022.01 | 37 | — | — | 100 | 1.67 | — | — | — | |
| MobileNetV3 + LSTMEvaluation Protocol=TAES2022.01 | 34 | — | — | 99 | 2.61 | — | — | — | |
| CNN2D+BLSTMEvaluation Protocol=TAES2022.01 | 30 | — | — | 100 | 2.06 | — | — | — | |
| Guided Feature TransformerEvaluation Protocol=TAES2022.01 | 28 | — | — | 99 | 2.89 | — | — | — | |
| MobileNetV3Evaluation Protocol=TAES2022.01 | 23 | — | — | 100 | 2.1 | — | — | — | |
| CNN1D + BLSTMEvaluation Protocol=TAES2022.01 | 22 | — | — | 99 | 4.71 | — | — | — | |
| CNN1D + LSTMEvaluation Protocol=TAES2022.01 | 21 | — | — | 99 | 6.6 | — | — | — | |
| AlexNetEvaluation Protocol=TAES2022.01 | 20 | — | — | 100 | 2.09 | — | — | — | |
| TDNN+LSTMEvaluation Protocol=TAES2022.01 | 20 | — | — | 98 | 18.66 | — | — | — | |
| DenseNetEvaluation Protocol=TAES2022.01 | 19 | — | — | 99 | 4.51 | — | — | — | |
| ResNet18Evaluation Protocol=TAES2022.01 | 18 | — | — | 99 | 7.47 | — | — | — | |
| Feature TransformerEvaluation Protocol=TAES2022.01 | 16 | — | — | 89 | 110.96 | — | — | — | |
| ChronoNetEvaluation Protocol=TAES2022.01 | 13 | — | — | 93 | 85.5 | — | — | — | |
| AlexNetEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.46 | 0.55 | — | |
| AlexNetEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.56 | 0.64 | — | |
| AlexNetEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 12.07 | |
| ChronoNetEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.2 | 0.25 | — | |
| ChronoNetEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.25 | 0.34 | — | |
| ChronoNetEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 63.78 | |
| CNN1D + BLSTMEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.33 | 0.42 | — | |
| CNN1D + BLSTMEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.56 | 0.51 | — | |
| CNN1D + BLSTMEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 43.64 | |
| CNN1D + LSTMEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.24 | 0.35 | — | |
| CNN1D + LSTMEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.33 | 0.4 | — | |
| CNN1D + LSTMEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 42.84 | |
| CNN2D+BLSTMEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.44 | 0.58 | — | |
| CNN2D+BLSTMEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.57 | 0.64 | — | |
| CNN2D+BLSTMEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 13.69 | |
| DenseNetEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.29 | 0.36 | — | |
| DenseNetEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.37 | 0.45 | — | |
| DenseNetEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 18.74 | |
| Feature TransformerEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.05 | 0.11 | — | |
| Feature TransformerEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.08 | 0.13 | — | |
| Feature TransformerEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 63.78 | |
| Guided Feature TransformerEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.43 | 0.48 | — | |
| Guided Feature TransformerEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.49 | 0.55 | — | |
| Guided Feature TransformerEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 19.95 | |
| MobileNetV3Evaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.38 | 0.46 | — | |
| MobileNetV3Evaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.47 | 0.55 | — | |
| MobileNetV3Evaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 15.66 | |
| MobileNetV3 + LSTMEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.44 | 0.51 | — | |
| MobileNetV3 + LSTMEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.53 | 0.59 | — | |
| MobileNetV3 + LSTMEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 15.83 | |
| ResNet-short + Dilation + LSTMEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.43 | 0.5 | — | |
| ResNet-short + Dilation + LSTMEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.58 | 0.61 | — | |
| ResNet-short + Dilation + LSTMEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 7.76 | |
| ResNet-short + LSTMEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.49 | 0.58 | — | |
| ResNet-short + LSTMEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.62 | 0.65 | — | |
| ResNet-short + LSTMEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 15.23 | |
| ResNet18Evaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.24 | 0.28 | — | |
| ResNet18Evaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.3 | 0.34 | — | |
| ResNet18Evaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 20.99 | |
| TDNN+LSTMEvaluation Protocol=MARGIN (3sec)2022.01 | — | — | — | — | — | 0.28 | 0.33 | — | |
| TDNN+LSTMEvaluation Protocol=MARGIN (5sec)2022.01 | — | — | — | — | — | 0.36 | 0.41 | — | |
| TDNN+LSTMEvaluation Protocol=Onset Latency2022.01 | — | — | — | — | — | — | — | 46.72 |