Table 7 Ablation experiment on the feature extraction 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 | 79.20 (-16.44) | 79.40 (-16.29) | 79.19 (-16.35) | 79.12 (-16.48) |
FDF+Text | 77.49 (-14.62) | 77.45 (-14.64) | 77.37 (-14.62) | 77.35 (-14.58) |
TFDF+Text | 88.95 (-07.23) | 89.27 (-06.99) | 89.11 (-06.92) | 88.88 (-07.23) |
TDF+FDF+Text | 89.87 (-06.16) | 90.13 (-05.65) | 89.82 (-06.28) | 89.80 (-06.24) |
TDF+TFDF+Text | 92.96 (-03.36) | 93.07 (-03.08) | 92.80 (-03.42) | 92.88 (-03.34) |
FDF+TFDF+Text | 91.29 (-04.95) | 91.24 (-04.98) | 91.52 (-04.71) | 91.28 (-04.92) |
TDF+FDF+TFDF+Text | 93.69 (-03.26) | 93.79 (-03.19) | 93.64 (-03.41) | 93.65 (-03.36) |
