Table 9 Ablation study on performance comparison of activation functions with the CHB-MIT dataset.

From: A hybrid optimization-enhanced 1D-ResCNN framework for epileptic spike detection in scalp EEG signals

Activation function

Accuracy (%)

Sensitivity (%)

Specificity (%)

FPR

F1-score (%)

Swish

99.71

99.6

99.61

0.004

99.71

ReLU

98.5

98.3

98.4

0.02

98.4

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