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Real-time Seizure Detection on TUH EEG raw bipolar (test)

0.92AUROC

ResNet-short + LSTM

Updated 1mo ago

Evaluation Results

Method	Links
ResNet-short + LSTM 2022.01		0.92	0.81	0.91	0.91	0.62	0.65	0.941	0.013
ResNet-short + Dilation + LSTM 2022.01		0.91	0.76	0.9	0.9	0.58	0.61	0.682	0.031
CNN2D + BLSTM 2022.01		0.9	0.67	0.85	0.81	0.57	0.64	0.224	0.005
CNN2D + LSTM 2022.01		0.89	0.63	0.84	0.83	0.56	0.51	0.079	0.004
MobileNet V3-short + LSTM 2022.01		0.89	0.7	0.87	0.87	0.53	0.59	0.266	0.009
MobileNet V3 2022.01		0.85	0.64	0.83	0.77	0.47	0.55	2.588	0.055
AlexNet 2022.01		0.83	0.56	0.81	0.76	0.59	0.63	0.079	0.015
CNN1D + BLSTM 2022.01		0.82	0.57	0.8	0.78	0.56	0.51	0.021	0.004
ChronoNet 2022.01		0.82	0.58	0.82	0.8	0.39	0.47	0.356	0.043
CNN1D + LSTM 2022.01		0.81	0.59	0.8	0.79	0.33	0.4	0.009	0.003
ResNet18 2022.01		0.81	0.56	0.78	0.75	0.3	0.34	1.446	0.04
Guided Feature Transformer 2022.01		0.81	0.46	0.73	0.8	0.35	0.47	0.1646	0.0072
Feature Transformer 2022.01		0.8	0.56	0.72	0.72	0.49	0.55	0.1231	0.0074
DenseNet 2022.01		0.6	0.37	0.75	0.75	0.2	0.34	3.49	0.24
TDNN + LSTM 2022.01		0.6	0.35	0.79	0.73	0.08	0.13	0.0136	0.0061