Table 6 Ablation experiment on the feature fusion module at the sentence level in ZuCo.

From: Multi-branch convolutional neural network with cross-attention mechanism for emotion recognition

Feature fusion

Acc (%)

Pre (%)

Rec (%)

F1 (%)

TDF+Text

65.69

(-29.95)

61.73

(-33.96)

49.18

(-46.36)

57.74

(-37.86)

FDF+Text

63.55

(-28.56)

65.03

(-27.06)

55.99

(-36.05)

55.99

(-35.94)

TFDF+Text

91.89

(-04.29)

92.09

(-04.17)

91.78

(-04.25)

91.93

(-04.18)

TDF+FDF+Text

90.25

(-05.78)

90.44

(-05.34)

90.27

(-05.27)

90.35

(-05.69)

TDF+TFDF+Text

95.08

(-01.24)

95.22

(-00.93)

94.94

(-01.28)

94.94

(-01.28)

FDF+TFDF+Text

93.24

(-03.00)

93.32

(-02.94)

93.23

(-02.00)

93.27

(-02.93)

TDF+FDF+TFDF+Text

95.32

(-01.63)

95.15

(-01.83)

95.22

(-01.83)

95.18

(-01.83)