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

Table 5

Comparison of the number of labels in the four categories of valence and arousal before and after PSD-GAN data augmentation.

Subject	Data distribution before PSD-GAN				Data distribution after PSD-GAN
	LVLA	HVLA	LVHA	HVHA	LVLA	HVLA	LVHA	HVHA
S01	506	305	559	660	660	660	660	660
S02	509	303	405	813	813	813	813	813
S04	557	1067	355	51	1067	1067	1067	1067
S06	306	862	202	660	862	862	862	862
S07	254	505	355	916	916	916	916	916
S08	457	406	456	711	711	711	711	711
S09	557	252	458	763	763	763	763	763
S10	456	458	558	558	558	558	558	558
S11	508	761	305	456	761	761	761	761
S17	355	457	557	661	661	661	661	661
S18	405	356	406	863	863	863	863	863
S22	508	303	609	610	610	610	610	610