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. 2018 Nov 4;18(11):3767. doi: 10.3390/s18113767

Table 2.

Related work on emotion recognition.

Author Modality Method Emotion Classification
Kudiri [11] Facial Expression, Speech SVM 8 classes (anger, sadness, happiness, boredom, disgust, fear, surprise, neutral)
Wollmer [12] Facial Expression, Speech BLSTM, HMM, SVM 2 classes (valence, activation)
Chen [17] Facial Expression, Speech, Body Gestures SVM, RF, LR 7 classes (anger, sadness, happiness, disgust, fear, neutral)
Gunes [13] Facial Expression, Body Gestures BN 6 classes (disgust, happiness, fear, anger, anxiety, uncertainty)
Wagner [14] EMG, ECG, SC, PSP kNN, LDF, MLP 4 classes (anger, sadness, joy, pleasure)
Ko [18] EEG BN 5 classes (joy, anger, neutral, sadness, surprise)
Alm [19] Text NLP 2 classes (positive, negative)
Soleymani [15] Video, audio, text BN 3 classes (calm, positive excited, negative excited)