Table 5 Comparison with other methods.

From: Emotion recognition with multiple physiological parameters based on ensemble learning

Method

F1 Score (%)

SELF

SWELL

WESAD

DCNN37

32.60

49.03

76.73

CNN38

35.92

65.77

65.39

Res2 Net39

92.80

97.41

97.88

DeepConvNet40

16.84

24.38

43.05

EEGNet41

25.99

41.64

71.17

CNN + RNN

90.64

94.61

97.06

CNN + GRU

89.31

95.09

96.69

This Study

96.21

98.15

98.40