Optimizing Residual Networks and VGG for Classification of EEG Signals: Identifying Ideal Channels for Emotion Recognition

Figure 4

Architectural details of (a) VGG16-1D-kernel and its modified variants (b) VGG14-1D-kernel and (c) VGG14-1D-kernel (no batch norm) for EEG signal processing.

(a)

(b)

(c)