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

Table 4

Comparison of the number of two-category labels for arousal and valence before and after PSD-GAN data augmentation.

Subject	Data distribution before PSD-GAN				Data distribution after PSD-GAN
	Arousal		Valence		Arousal		Valence
	High	Low	High	Low	High	Low	High	Low
S01	1219	811	965	1065	1219	1219	1065	1065
S02	1218	812	1268	762	1218	1218	1268	1268
S04	1218	812	812	1218	1218	1218	1218	1218
S06	862	1168	1522	508	1168	1168	1522	1522
S07	1271	759	1421	609	1271	1271	1421	1421
S08	1218	812	1117	913	1218	1218	1117	1117
S09	1272	758	1066	964	1272	1272	1066	1066
S10	1116	914	1016	1014	1116	1116	1016	1016
S11	1269	761	1217	813	1269	1269	1217	1217
S17	1268	762	1118	912	1268	1268	1118	1118
S18	1269	761	1321	709	1269	1269	1321	1321
S22	1270	760	1015	1015	1270	1270	1015	1015