Emotion Recognition on MOSEI
51.88Accuracy (7-Class)Coupled Mamba
Evaluation results
| Method | Links | |
|---|---|---|
| Coupled MambaMethod category=Fusion-Based2025.12 | 51.88 | |
| MulTMethod category=Head-Based2025.12 | 51.47 | |
| LanguageMethod category=Unimodal2025.12 | 51.44 | |
| SimBaMMCLSMethod category=Proposed2025.12 | 49.36 | |
| OMIBMethod category=Fusion-Based2025.12 | 47.95 | |
| PDFMethod category=Fusion-Based2025.12 | 46.49 | |
| MBTMethod category=Fusion-Based2025.12 | 44.34 | |
| AUGMethod category=Encoder-Based2025.12 | 43.95 | |
| BMMLMethod category=Gradient-Based2025.12 | 43.07 | |
| G-Blend OfflineMethod category=Gradient-Based2025.12 | 42.9 | |
| VisionMethod category=Unimodal2025.12 | 42.85 | |
| OGMGEMethod category=Gradient-Based2025.12 | 42.74 | |
| IMDerMethod category=Missing Data-Based2025.12 | 42.73 | |
| MMParetoMethod category=Gradient-Based2025.12 | 42.09 | |
| AudioMethod category=Unimodal2025.12 | 41.97 | |
| SimBaMMMethod category=Missing Data-Based2025.12 | 41.69 | |
| G-Blend OnlineMethod category=Gradient-Based2025.12 | 41.28 | |
| SimBaMMMethod category=Proposed2025.12 | 39.5 | |
| RegBNMethod category=Encoder-Based2025.12 | 38.94 | |
| SimBaMMCLSMethod category=Missing Data-Based2025.12 | 37.69 | |
| LMFMethod category=Fusion-Based2025.12 | 37.04 | |
| ShaSpecMethod category=Missing Data-Based2025.12 | 34.89 | |
| DGLMethod category=Gradient-Based2025.12 | 32.53 | |
| OGMMethod category=Gradient-Based2025.12 | 30.6 | |
| ARLMethod category=Gradient-Based2025.12 | 28.38 | |
| MMPMethod category=Missing Data-Based2025.12 | 27.6 |