Table 7 Models evaluation of facial features.

From: EmoTrans attention based emotion recognition using EEG signals and facial analysis with expert validation

Labels

SVM

MLP

Models and accuracies

kNN

GBM

CNN

EmoTrans

Valance

0.74

0.65

0.82

0.823

0.65

0.893

Arousal

0.76

0.69

0.84

0.825

0.64

0.878

Dominance

0.73

0.64

0.82

0.819

0.68

0.889

Liking

0.77

0.71

0.84

0.831

0.71

0.891

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