Table 7.
PPB-Emo dataset content.
| Reocrded data | Content |
|---|---|
| Emotion induced | Total 240 sets valid multimodal data from 40 participants, including anger (34 sets), sadness (38 sets), fear (36 sets), disgust (25 sets), surprise (34 sets), happiness (36 sets), neutral (37 sets), 30 s per sets |
| Participant bio | Gender, age, driving age |
| Personality data | Extraversion, Neuroticism, Psychoticism, Lie |
| EEG data | Total 120 min, 32 channels EEG data, α, β, γ, δ, θ data for each channel |
| Driving behavioural data | Total 120 min, acceleration, lateral-acceleration, gas-pedal-position, brake-pedal-force, gear, steering-wheel-position, velocity, lateral-velocity, x-position, y-position, -position |
| Facial expression | Total 120 min, including 4 images, central RGB video, left RGB video, fight RGB video, and central infrared video |
| Driving posture | Total 120 min, participants’ driving behaviour RGB video |
| Driving scenarios | Total 120 min, road scenarios RGB video |
| Emotion categories labels | 7 categories, anger, sadness, fear, disgust, surprise, happiness and neutral |
| Emotional intensity labels | 5 levels of anger, sadness, fear, disgust, surprise, happiness - 5 = no emotion, 9 = maximum intensity |
| Valence, arousal, dominance labels | 9 levels of valence, arousal, dominance- 1 = not at all, 9 = extremely |