Table 2 Performance comparison on IEMOCAP and MELD datasets.
From: MULTICAUSENET temporal attention for multimodal emotion cause pair extraction
Dataset | Method | Neutral | Happy | Sad | Angry | Excited | Frustrated | Surprise | Fear | Disgust | WF1 |
|---|---|---|---|---|---|---|---|---|---|---|---|
IEMOCAP | DialogueRNN18 | 59.91 | 32.83 | 76.20 | 64.21 | 71.83 | 60.94 | - | - | - | 55.43 |
DialogueGCN17 | 56.76 | 50.87 | 75.76 | 60.26 | 71.71 | 60.04 | – | – | – | 56.41 | |
IterativeERC20 | 63.31 | 52.17 | 75.19 | 62.45 | 71.23 | 58.92 | – | – | – | 57.42 | |
QMNN21 | 54.29 | 38.71 | 67.30 | 61.58 | 66.71 | 64.19 | – | – | – | 53.14 | |
MMGCN19 | 63.73 | 41.34 | 77.67 | 67.00 | 73.33 | 61.32 | – | – | – | 59.11 | |
MM-DFN22 | 65.42 | 43.22 | 79.98 | 71.77 | 73.56 | 68.33 | – | – | – | 62.56 | |
MVN23 | 63.88 | 57.75 | 74.30 | 66.96 | 71.50 | 65.21 | – | – | – | 61.14 | |
UniMSE24 | – | – | – | – | – | – | – | – | – | – | |
EmoCaps2 | 65.48 | 70.91 | 84.06 | 67.99 | 78.41 | 64.76 | – | – | – | 70.15 | |
GA2MIF25 | 70.38 | 45.15 | 83.50 | 71.29 | 74.99 | 65.49 | – | – | – | 67.46 | |
MALN26 | 65.10 | 54.50 | 80.80 | 70.10 | 78.00 | 70.40 | – | – | – | 68.01 | |
MultiEMO27 | 66.08 | 64.77 | 85.49 | 71.88 | 77.31 | 70.10 | – | – | – | 71.59 | |
MultiCauseNet [Our] | 70.51 | 74.51 | 83.21 | 71.61 | 77.52 | 71.95 | – | – | – | 73.02 | |
MELD | DialogueRNN18 | – | 55.51 | 25.33 | 46.76 | – | – | 48.59 | 2.00 | 10.33 | 41.14 |
DialogueGCN17 | – | 52.95 | 26.32 | 42.03 | – | – | 46.37 | 1.98 | 12.37 | 40.67 | |
IterativeERC20 | – | 55.95 | 21.62 | 49.88 | – | – | 52.65 | 5.31 | 21.24 | 41.78 | |
QMNN21 | – | 53.18 | 15.50 | 42.17 | – | – | 51.76 | 1.00 | – | 39.33 | |
MM-DFN22 | – | 54.24 | 53.78 | 47.82 | – | – | – | – | – | 35.95 | |
MVN23 | – | 52.44 | 20.82 | 44.55 | – | – | 53.18 | 12.70 | 23.50 | 38.56 | |
UniMSE24 | – | – | 43.52 | 58.54 | – | – | 62.19 | 1.03 | - | 40.90 | |
EmoCaps2 | – | 56.90 | 43.52 | 56.54 | – | – | 62.19 | 3.03 | 15.65 | 42.87 | |
GA2MIF25 | – | 52.10 | 28.18 | 49.52 | – | – | 48.08 | – | – | 39.89 | |
MALN26 | – | 65.55 | 41.00 | 55.00 | – | – | 59.60 | 23.20 | 20.33 | 49.62 | |
MultiEMO27 | – | 63.15 | 39.51 | 56.41 | – | – | 59.98 | 30.67 | 42.34 | 47.08 | |
MultiCauseNet [Our] | – | 66.98 | 51.29 | 59.41 | – | – | 63.21 | 31.32 | 35.43 | 53.67 |
