EEG Feature Extraction and Data Augmentation in Emotion Recognition

Table 1

Dataset description.

Row index	Data	Value
1	Number of participants	32
2	Stimulus	Music video
3	Number of videos	40
4	Duration of each video	60 second
5	EEG recorded data	32 channels
6	Physiological data	8 channels
7	EEG data point for each participant from 32 channel	32 × 8064
8	Labeling method	Done by participants after watching the music video
9	Labeling technique	SAM
10	Label’s scale	0 to 9
11	Labels	Arousal, valence, liking, dominance