Table 5 Ablation experiment using SEED dataset.

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

Feature fusion

Acc (%)

Pre (%)

Rec (%)

F1 (%)

PSD+DE

55.63

(-27.94)

54.85

(-28.95)

55.70

(-27.99)

55.27

(28.47)

PSD+STFT

57.00

(-30.00)

57.24

(29.80)

57.28

(29.80)

57.26

(29.79)

DE+STFT

58.50

(-30.51)

57.51

(31.49)

55.69

(-33.38)

56.58

(-32.45)

PSD+DE+STFT

80.50

(-11.00)

81.22

(-10.40)

81.60

(-09.89)

81.40

(-10.30)