Table 7.
Name | Labels | Pop. | Sub. | Loc. | Included Modalities | |
---|---|---|---|---|---|---|
Emotion (E) | Eight-Emotion [12] | Neutral, anger, hate, grief, joy, platonic love,romantic love, reverence | GS | 1 | L | ECG, EDA, EMG, RESP |
DEAP [35] | Continuous scale of valence, arousal, liking, dominance, Discrete scale of familiarity | 26.9 | 32 | L | ECG, EDA, EEG, EMG, EOG, RESP, TEMP, face video (not all subjects) | |
MAHNOB-HCI [31] | Discrete scale of valence, arousal, dominance, predictability, Emotional keywords | 27 | L | ECG, EDA EEG, RESP, TEMP, face and body video, eye gaze tracker, audio | ||
DECAF [37] | Discrete scale of valence, arousal, dominance | 30 | L | ECG, EMG, EOG, MEG, near-infrared face video | ||
ASCERTAIN [39] | Discrete scale of valence, arousal, liking, engagement, familiarity, Big Five | 30 | 58 | L | ECG, EDA, EEG, facial activity data (facial landmark trajectories) | |
USI_Laughs [66] | Detect and distinguish laughter from other events | 34 | L | ACC, EDA, PPG, TEMP | ||
Stress (S) | Driver [63] | Stress levels: low, medium, high | - | 24 | FC | ECG, EDA, EMG, RESP |
Non-EEG [76] | Four types of stress (physical, emotional, cognitive, none) | CS | 20 | L | ACC, EDA, HR, TEMP, SpO2 | |
Distracted Driving [134] | Driving being subject to no, emotional, cognitive, and sensorimotor distraction | Elder + Young | 68 | L | EDA, heart and respiration rate, facial expressions, eye tracking | |
StudentLife [9] | Sleep, activity, sociability, mental well-being, stress, academic performance | CS + GS | 48 | F | ACC, audio, context, GPS, smartphone usage | |
E+S | WESAD [64] | Three affective states: neutral, amusement, stress | 15 | L |
chest: ACC, ECG, EDA, EMG, RESP, TEMP; wrist: ACC, EDA, PPG, TEMP |