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. 2019 Sep 20;19(19):4079. doi: 10.3390/s19194079

Table 7.

Publicly available datasets relevant for wearable affect and stress recognition. Abbreviations: Number of subjects (Sub), Location (Loc), Lab (L), Field (F), Field with constraint (FC), Population (Pop) reported as mean age or as category, College Student (CS), Graduate Student (GS), 3-axes acceleration (ACC), electrocardiogram (ECG), electrodermal activity (EDA), electroencephalogram (EEG), electromyogram (EMG), electrooculography (EOG), magnetoencephalogram (MEG), respiration (RESP), arterial oxygen level (SpO2), skin-temperature (TEMP).

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 26.06 27 L ECG, EDA EEG, RESP, TEMP, face and body video, eye gaze tracker, audio
DECAF [37] Discrete scale of valence, arousal, dominance 27.3 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 26.70 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 27.5 15 L chest: ACC, ECG, EDA, EMG, RESP, TEMP;
wrist: ACC, EDA, PPG, TEMP