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Table 2 The performance of the proposed model with variation in architecture

From: A lightweight convolutional neural network for assessing an EEG risk marker for sudden unexpected death in epilepsy

 

Baseline

Baseline + “RGB” channel

Baseline + ResNet

Best AUC

0.72

0.7

0.56

Training time/ epoch

16–18 s

14–23 s

43–55 s

Prediction time (testing set)

4.4 s

11.17 s

4.8 s