Table 1.
Databases based on EEG for multimodal emotion recognition.
| Database Access | Modality | Sub. | Stimuli | Emotional Model/States |
|---|---|---|---|---|
| DEAP [36] www.eecs.qmul.ac.uk/mmv/datasets/deap/ |
EEG, EOG, EMG, GSR, RSP, BVP, ST, facial videos | 32 | video | dimensional/valence, arousal, liking |
| SEED-IV [37] bcmi.sjtu.edu.cn/~seed/seed-iv.html |
EEG, eye tracking | 15 | video | discrete/positive, negative, neutral, fear |
| ENTERFACE’06 [38] www.enterface.net/results/ |
EEG, fNIRS, facial videos | 5 | IAPS | discrete/positive, negative, calm |
| MANHOB-HCI [39] mahnob-db.eu/hci-tagging/ |
EEG, GSR, ECG, RSP, ST, Eye-gaze, facial videos | 27 | video | dimensional/valence, arousal |
| AMIGOS [40] www.eecs.qmul.ac.uk/mmv/datasets/amigos/index.html |
EEG, ECG, GSR | 40 | video | dimensional/valence, arousal, dominance, liking, familiarity; discrete/basic emotions |
| EMOEEG [41] www.tsi.telecom-paristech.fr/aao/en/2017/03/03/ |
EEG, EOG, EMG, ECG, skin conductance temperature | 8 | IAPS, video | dimensional/valence, arousal |
| ASCERTAIN [42] mhug.disi.unitn.it/index.php/datasets/ascertain/ |
EEG, ECG, GSR and visual | 58 | video | dimensional/valence, arousal |
| MPED [43] | EEG, ECG, RSP, GSR | 23 | video | discrete/joy, funny, anger, fear, disgust, disgust and neutrality |
Sub.—number of subjects; EOG—electrooculogram; EMG—electromyogram; GSR—galvanic skin response; RSP—respiration; BVP—blood volume pressure; ST—skin temperature; ECG—electrocardiogram; IAPS—International affective picture system; Basic emotions represent the emotions of neutral, happiness, sadness, surprise, fear, anger and disgust.