Cross-scenario Multimodal Emotion Recognition on IEMOCAP -> MELD 20% Noise (test)
54.97Joy ScoreDGDA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DGDANoise Rate=20%, Method Category=Proposed2026.03 | 54.97 | 25.61 | 66.11 | 48.76 | 57.87 | |
| BoomdaNoise Rate=20%, Method Category=Adaption2026.03 | 49.27 | 12.38 | 60.77 | 26.42 | 49.37 | |
| M3NETNoise Rate=20%, Method Category=Tradition2026.03 | 41.5 | 5.45 | 33.53 | 26.18 | 31.74 | |
| TextCNNNoise Rate=20%, Method Category=Tradition2026.03 | 38.56 | 13.11 | 51.71 | 29.19 | 42.51 | |
| A2GNNNoise Rate=20%, Method Category=Adaption2026.03 | 36.23 | 7.11 | 61.24 | 32.65 | 47.38 | |
| AmandaNoise Rate=20%, Method Category=Adaption2026.03 | 30.83 | 5.14 | 57.67 | 24.83 | 42.97 | |
| OMGNoise Rate=20%, Method Category=Denoising2026.03 | 27.65 | 5.51 | 53.23 | 26.22 | 40.02 | |
| DEDNetNoise Rate=20%, Method Category=Tradition2026.03 | 25.21 | 1.4 | 54.8 | 26.52 | 40.09 | |
| SPORTNoise Rate=20%, Method Category=Denoising2026.03 | 23.58 | 13.55 | 55.73 | 27.87 | 41.52 | |
| DialogueRNNNoise Rate=20%, Method Category=Tradition2026.03 | 22.82 | 11.4 | 60.06 | 34.34 | 44.52 | |
| MMGCNNoise Rate=20%, Method Category=Tradition2026.03 | 22.62 | 0 | 45.54 | 27.99 | 34.38 | |
| LSTMNoise Rate=20%, Method Category=Tradition2026.03 | 10.76 | 5.7 | 54.03 | 32.34 | 37.82 | |
| CFN-ESANoise Rate=20%, Method Category=Tradition2026.03 | 9.13 | 7.14 | 69.07 | 3.4 | 42.13 | |
| SDTNoise Rate=20%, Method Category=Tradition2026.03 | 8.75 | 5.22 | 62.88 | 37.65 | 43.1 | |
| EmotionICNoise Rate=20%, Method Category=Tradition2026.03 | 1.8 | 21.76 | 39.57 | 14.98 | 26.75 |