EEG Feature Extraction and Data Augmentation in Emotion Recognition

Table 6

DNN classification results.

Augmented data real data + fake data	NO. test data	Arousal mean accuracy STD (%)		Valence mean accuracy STD (%)
1152 + 0	128	65.4	% 3.4	64.3	% 4.3
1152 + 1152	128	65.2	% 4.2	62.3	% 4.7
1152 + 5000	128	71.9	%4.8	67.4	%5.2