Multimodal Emotion Recognition in Conversation on MELD standard (test)
67.6WF1DF-GCN
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DF-GCN2026.03 | 67.6 | 81.5 | 56.8 | 27.6 | 40.8 | 64.7 | 34.1 | 56.1 | 67.4 | — | 80 | 62.7 | 20.3 | 43.5 | 64.9 | 26.8 | 55.4 | |
| GraphSmile2024.07 | 66.71 | 80.35 | 59.11 | 18.18 | 42.46 | 64.99 | 32.43 | 53.67 | 67.7 | — | — | — | — | — | — | — | — | |
| SDT2023.10 | 66.6 | 83.22 | 61.28 | 13.8 | 34.9 | 63.24 | 22.65 | 56.93 | 67.55 | — | 80.19 | 59.07 | 17.88 | 43.69 | 64.29 | 28.78 | 54.33 | |
| MetaDrop2024.07 | 66.3 | — | — | — | — | — | — | — | 66.63 | — | — | — | — | — | — | — | — | |
| SDTablation=without self-distillation2023.10 | 66.26 | 82.01 | 57.65 | 20 | 32.21 | 65.17 | 25 | 57.97 | 66.97 | — | 80 | 57.96 | 23.81 | 41.61 | 64.22 | 27.42 | 54.05 | |
| DCGCN2024.07 | 66.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DER-GCNResult Source=Original Paper2024.07 | 66.1 | 80.6 | 51 | 10.4 | 41.5 | 64.3 | 10.3 | 57.4 | 66.8 | — | — | — | — | — | — | — | — | |
| FrameERC2026.03 | 66.1 | 80.7 | 56.4 | 12.3 | 41.2 | 60.8 | 18.4 | 55.1 | 65.5 | — | 80 | 58.1 | 10.5 | 42.5 | 63.4 | 20.1 | 56.3 | |
| M3NetResult Source=Original Paper2024.07 | 65.83 | 79.14 | 59.54 | 13.33 | 42.86 | 65.05 | 21.69 | 53.54 | 66.59 | — | — | — | — | — | — | — | — | |
| M3Net2026.03 | 65.8 | 73.6 | 57.6 | 23.1 | 45.6 | 63.2 | 24.3 | 50.4 | 63.9 | — | 79.1 | 59.5 | 13.3 | 42.9 | 65.1 | 21.7 | 53.5 | |
| AdaIGN2026.03 | 65.8 | 76.1 | 59.9 | 22.4 | 44.8 | 66.2 | 33.2 | 54.3 | 65.3 | — | 77.8 | 60.5 | 15.2 | 43.7 | 64.5 | 29.3 | 56.2 | |
| DialogueTRMre-implemented=true2023.10 | 65.76 | 83.44 | 54.45 | 24 | 33.17 | 60.45 | 22.06 | 58.26 | 66.7 | — | 79.54 | 57.09 | 27.91 | 40.95 | 62.79 | 28.04 | 53.96 | |
| UniMSE2024.07 | 65.51 | — | — | — | — | — | — | — | 65.09 | — | — | — | — | — | — | — | — | |
| UniMSEvariant=original results2023.10 | 65.51 | — | — | — | — | — | — | — | 65.09 | — | — | — | — | — | — | — | — | |
| CBERL2026.03 | 65.5 | 79.8 | 56.4 | 26.3 | 44.2 | 67.1 | 10.2 | 52.8 | 64.4 | — | 82 | 57.9 | 22.2 | 41.4 | 65.7 | 14.7 | 55.3 | |
| DER-GCN2026.03 | 65.5 | 76.8 | 50.5 | 14.8 | 56.7 | 69.3 | 17.2 | 52.5 | 65.2 | — | 80.6 | 51 | 10.4 | 41.5 | 64.3 | 10.3 | 57.4 | |
| MM-DFNre-implemented=true2023.10 | 65.48 | 83.52 | 63.35 | 32 | 26.44 | 63.68 | 19.12 | 49.28 | 66.55 | — | 79.65 | 58.17 | 26.67 | 35.71 | 64.89 | 24.76 | 52.15 | |
| DialogueRNNre-implemented=true2023.10 | 65.31 | 85.11 | 54.09 | 10 | 29.81 | 62.94 | 22.06 | 53.62 | 66.7 | — | 79.6 | 56.72 | 12.66 | 38.63 | 63.81 | 27.27 | 53.24 | |
| MM-DFNResult Source=Original Paper2024.07 | 65.21 | 79.84 | 58.43 | 15.79 | 31.65 | 64.01 | 28.04 | 53.6 | 67.05 | — | — | — | — | — | — | — | — | |
| MMGCNre-implemented=true2023.10 | 65.21 | 81.53 | 58.36 | 8 | 31.73 | 69.9 | 20.59 | 52.17 | 66.4 | — | 79.2 | 57.75 | 13.79 | 39.4 | 63.43 | 24.56 | 53.49 | |
| HiMul-LGG2026.03 | 65.2 | 77.2 | 55.1 | 10 | 64.4 | 69.3 | 8.7 | 52.2 | 66.2 | — | 75.5 | 53.2 | 9.1 | 65.9 | 68.1 | 9.3 | 52.9 | |
| EmoLRResult Source=Original Paper2024.07 | 65.16 | — | — | — | — | — | — | — | 66.69 | — | — | — | — | — | — | — | — | |
| MGLRA2026.03 | 64.9 | 78.2 | 59.8 | 0 | 30.8 | 68.5 | 0 | 43.8 | 65.4 | — | 80.8 | 59.5 | 0 | 27.8 | 66.5 | 0 | 48.4 | |
| MMGCNResult Source=Original Paper2024.07 | 64.55 | 78.62 | 57.78 | 3.77 | 40.35 | 63.6 | 12.2 | 53.68 | 66.02 | — | — | — | — | — | — | — | — | |
| SACL-LSTMResult Source=Original Paper, Multimodal Feature Fusion Strategy=Direct Concatenation2024.07 | 64.55 | 77.42 | 58.5 | 20.41 | 39.58 | 62.76 | 34.71 | 52.08 | 64.52 | — | — | — | — | — | — | — | — | |
| MMTrvariant=original results2023.10 | 64.41 | — | — | — | — | — | — | — | 64.64 | — | — | — | — | — | — | — | — | |
| LSDGNN+ICL2025.07 | 64.07 | 77.58 | 57.9 | 18.18 | 37.94 | 61.7 | 29.7 | 51.88 | 64.67 | 47.84 | — | — | — | — | — | — | — | |
| MultiDAG+CL2025.07 | 64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogueTRMvariant=original results2023.10 | 63.8 | 83.2 | 56.94 | 12 | 27.88 | 60.45 | 16.18 | 51.01 | 65.1 | — | 79.41 | 55.27 | 17.39 | 36.48 | 60.3 | 20.18 | 49.79 | |
| DAG-ERC2025.07 | 63.63 | 77.26 | 57.95 | 27.87 | 37.78 | 60.48 | 30.36 | 49.59 | 63.98 | — | — | — | — | — | — | — | — | |
| DialogueCRNResult Source=Original Paper, Multimodal Feature Fusion Strategy=Direct Concatenation2024.07 | 63.32 | 76.15 | 56.72 | 18.67 | 38.29 | 63.21 | 27.69 | 50.67 | 62.38 | — | — | — | — | — | — | — | — | |
| EmoBERTa2026.03 | 63.3 | 78.9 | 50.2 | 1.8 | 33.3 | 72.1 | 9.1 | 43.3 | 64.1 | — | 82.5 | 50.2 | 1.9 | 31.2 | 61.7 | 2.5 | 46.4 | |
| CoMPM2026.03 | 63 | 79.1 | 51.5 | 5.2 | 33.6 | 62.3 | 8.4 | 42.7 | 64.3 | — | 82 | 49.2 | 2.9 | 32.3 | 61.5 | 2.8 | 45.8 | |
| JoyfulResult Source=Original Paper2024.07 | 61.77 | 76.8 | 51.91 | — | 41.78 | 56.89 | — | 50.71 | 62.53 | — | — | — | — | — | — | — | — | |
| JOYFULModality=Multimodal2023.11 | 61.77 | — | — | — | — | — | — | — | 62.53 | — | 76.8 | 51.91 | — | 41.78 | 56.89 | — | 50.71 | |
| CTNet2026.03 | 60.2 | 75.6 | 51.3 | 5.1 | 30.9 | 54.3 | 11.6 | 42.5 | 61.9 | — | 77.4 | 50.3 | 10 | 32.5 | 56 | 11.2 | 44.6 | |
| RGAT2026.03 | 59.5 | 77.6 | 43.2 | 5.6 | 29.8 | 59.1 | 3.4 | 45.2 | 60.2 | — | 78.1 | 41.5 | 2.4 | 30.7 | 58.6 | 2.2 | 44.6 | |
| MM-DFNModality=Multimodal2023.11 | 59.46 | — | — | — | — | — | — | — | 62.49 | — | 77.76 | 50.69 | — | 22.93 | 54.78 | — | 47.82 | |
| MM-DFNvariant=original results2023.10 | 58.72 | 79.06 | 53.02 | 0 | 17.79 | 59.2 | 0 | 50.43 | 60.96 | — | 75.8 | 50.42 | 0 | 23.72 | 55.48 | 0 | 48.27 | |
| DiaCRNModality=Multimodal2023.11 | 58.67 | — | — | — | — | — | — | — | 61.11 | — | 77.01 | 50.1 | — | 26.63 | 52.77 | — | 45.15 | |
| COGMENModality=Multimodal, Reproduced=true2023.11 | 58.66 | — | — | — | — | — | — | — | 58.35 | — | 75.31 | 46.75 | — | 33.52 | 54.98 | — | 45.81 | |
| MMGCN2025.07 | 58.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMGCNvariant=original results2023.10 | 58.41 | 84.32 | 47.33 | 2 | 14.9 | 56.97 | 1.47 | 42.61 | 61.34 | — | 76.96 | 49.63 | 3.64 | 20.39 | 53.76 | 2.82 | 45.23 | |
| MMGCN2026.03 | 58.4 | 75.8 | 52.5 | 4.4 | 18.8 | 54.9 | 10.2 | 44.1 | 58.3 | — | 77 | 49.6 | 3.6 | 20.4 | 53.8 | 2.8 | 45.2 | |
| MMGCNModality=Multimodal2023.11 | 58.31 | — | — | — | — | — | — | — | 60.42 | — | 76.33 | 48.15 | — | 26.74 | 53.02 | — | 46.09 | |
| UniMSEModality=Multimodal2023.11 | 58.19 | — | — | — | — | — | — | — | 59.39 | — | 74.61 | 48.21 | — | 31.15 | 54.04 | — | 45.26 | |
| DialogueGCN2025.07 | 58.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| QMNN2026.03 | 58 | 71.2 | 45.8 | — | 24.3 | 53.5 | — | 42.9 | 60.8 | — | 77 | 49.8 | — | 16.5 | 52.1 | — | 43.2 | |
| DialogueRNNvariant=original results2023.10 | 57.95 | 82.17 | 46.62 | 0 | 21.15 | 49.5 | 0 | 48.41 | 60.27 | — | 76.56 | 47.64 | 0 | 24.65 | 51.49 | 0 | 46.01 | |
| DialogueRNN2025.07 | 57.03 | 73.5 | 49.4 | 1.2 | 23.8 | 50.7 | 1.7 | 41.5 | — | — | — | — | — | — | — | — | — | |
| DiaGCNModality=Multimodal2023.11 | 56.36 | — | — | — | — | — | — | — | 58.62 | — | 75.97 | 46.05 | — | 19.6 | 51.2 | — | 40.83 | |
| ICON2025.07 | 56.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| A-DMN2026.03 | 55.4 | 78.8 | 55.4 | 8.7 | 24.7 | 24.6 | 3.5 | 41.3 | 55.5 | — | 78.9 | 55.3 | 6.8 | 23.9 | 22.7 | 3.2 | 40.9 |