Emotion Recognition on CH-SIMS
56.17Accuracy (5-Class)OGMGE
Evaluation Results
| Method | Links | |
|---|---|---|
| OGMGEMethod category=Gradient-Based2025.12 | 56.17 | |
| ARLMethod category=Gradient-Based2025.12 | 55.7 | |
| BMMLMethod category=Gradient-Based2025.12 | 55.14 | |
| LanguageMethod category=Unimodal2025.12 | 54.58 | |
| MMParetoMethod category=Gradient-Based2025.12 | 53.73 | |
| G-Blend OfflineMethod category=Gradient-Based2025.12 | 53.11 | |
| SimBaMMMethod category=Proposed2025.12 | 52.76 | |
| Coupled MambaMethod category=Fusion-Based2025.12 | 52.09 | |
| G-Blend OnlineMethod category=Gradient-Based2025.12 | 51.39 | |
| SimBaMMMethod category=Missing Data-Based2025.12 | 51.22 | |
| MBTMethod category=Fusion-Based2025.12 | 51.13 | |
| PDFMethod category=Fusion-Based2025.12 | 51.09 | |
| SimBaMMCLSMethod category=Proposed2025.12 | 50.86 | |
| LMFMethod category=Fusion-Based2025.12 | 50.2 | |
| MulTMethod category=Head-Based2025.12 | 49.79 | |
| ShaSpecMethod category=Missing Data-Based2025.12 | 48.06 | |
| AUGMethod category=Encoder-Based2025.12 | 47.97 | |
| OGMMethod category=Gradient-Based2025.12 | 47.66 | |
| SimBaMMCLSMethod category=Missing Data-Based2025.12 | 47.16 | |
| RegBNMethod category=Encoder-Based2025.12 | 47.04 | |
| IMDerMethod category=Missing Data-Based2025.12 | 45.41 | |
| OMIBMethod category=Fusion-Based2025.12 | 45.35 | |
| AudioMethod category=Unimodal2025.12 | 42.98 | |
| MMPMethod category=Missing Data-Based2025.12 | 42.01 | |
| DGLMethod category=Gradient-Based2025.12 | 39.48 | |
| VisionMethod category=Unimodal2025.12 | 35.93 |