Multimodal Sentiment Analysis on MVSA Single
80.79Accuracy (Clean)UDML
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UDMLModality Corruption Ratio=50%2026.03 | 80.79 | 78.26 | 64.52 | 77.87 | 63.62 | |
| CPSC2026.05 | 80.07 | 73.95 | 61.27 | 74.12 | 63.32 | |
| LDDUModality Corruption Ratio=50%2026.03 | 79.71 | 75.36 | 61.36 | 74.1 | 62.25 | |
| EAUModality Corruption Ratio=50%2026.03 | 79.15 | 74.81 | 61.04 | 73.89 | 62.04 | |
| EAU2026.05 | 79.15 | 73.69 | 60.46 | 73.34 | 61.78 | |
| MMBTModality Corruption Ratio=50%2026.03 | 78.5 | 74.07 | 51.26 | 71.99 | 55.35 | |
| QMFModality Corruption Ratio=50%2026.03 | 78.07 | 73.9 | 60.41 | 73.85 | 61.28 | |
| Late fusionModality Corruption Ratio=50%2026.03 | 76.88 | 67.88 | 55.43 | 63.46 | 55.16 | |
| ECML2026.05 | 76.83 | 72.13 | 61.04 | 71.28 | 61.03 | |
| IPRM2026.05 | 75.84 | 70.13 | 58.26 | 71.25 | 60.69 | |
| ARL2026.05 | 75.76 | 70.49 | 59.82 | 70.89 | 60.74 | |
| TMCModality Corruption Ratio=50%2026.03 | 74.88 | 68.02 | 56.62 | 66.72 | 60.36 | |
| NLC2026.05 | 73.79 | 66.64 | 57.28 | 65.39 | 58.98 |