Emotion Recognition Based on EEG Using Generative Adversarial Nets and Convolutional Neural Network

Table 8

Comparison results of the recognition rate before and after data augmentation.

	Data distribution before PSD-GAN			Data distribution after PSD-GAN
	Negative	Neutral	Positive	Negative	Neutral	Positive
Number of samples	150	166	104	166	166	166
Average recognition accuracy (%)
	Case 1			Case 2
FBCCNN	62.06			70.34
FBSCNN	56.78			66.50