Cross-scenario Multimodal Emotion Recognition on MELD -> IEMOCAP 20% Noise (test)
59.6Joy AccuracyDGDA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DGDANoise Rate=20%, Method Category=Proposed2026.03 | 59.6 | 40.74 | 64.28 | 77.48 | 61.56 | |
| BoomdaNoise Rate=20%, Method Category=Adaption2026.03 | 54.63 | 38.91 | 45.73 | 74.49 | 52.84 | |
| AmandaNoise Rate=20%, Method Category=Adaption2026.03 | 51.33 | 40.53 | 47.31 | 52.27 | 47.58 | |
| MMGCNNoise Rate=20%, Method Category=Tradition2026.03 | 46.66 | 0 | 53.57 | 59.24 | 41.59 | |
| A2GNNNoise Rate=20%, Method Category=Adaption2026.03 | 46.28 | 48.59 | 51.93 | 54.88 | 51.13 | |
| LSTMNoise Rate=20%, Method Category=Tradition2026.03 | 45.85 | 55.67 | 43.47 | 43.85 | 46.74 | |
| SPORTNoise Rate=20%, Method Category=Denoising2026.03 | 44.17 | 56.38 | 33.47 | 70.69 | 49.95 | |
| SDTNoise Rate=20%, Method Category=Tradition2026.03 | 44.1 | 53.77 | 48.23 | 60.01 | 52 | |
| OMGNoise Rate=20%, Method Category=Denoising2026.03 | 42.74 | 61.89 | 35.66 | 53.51 | 47.39 | |
| M3NETNoise Rate=20%, Method Category=Tradition2026.03 | 42.24 | 64.74 | 32.6 | 65.4 | 49.94 | |
| DEDNetNoise Rate=20%, Method Category=Tradition2026.03 | 42.24 | 0 | 39.37 | 12.19 | 30.76 | |
| TextCNNNoise Rate=20%, Method Category=Tradition2026.03 | 36.46 | 54.51 | 32.58 | 52.26 | 43.33 | |
| DialogueRNNNoise Rate=20%, Method Category=Tradition2026.03 | 35.04 | 51.49 | 14.6 | 55.6 | 36.68 | |
| EmotionICNoise Rate=20%, Method Category=Tradition2026.03 | 33.12 | 34.81 | 17.77 | 44.26 | 30.76 | |
| CFN-ESANoise Rate=20%, Method Category=Tradition2026.03 | 14.39 | 19.65 | 41.2 | 29.47 | 29.38 |