Multimodal Sentiment Analysis on CMU-MOSEI BERT-based (test)
85.7Accuracy (2-Class)Coupled Mamba
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Coupled MambaData Setting=Aligned, Language features=BERT2024.05 | 85.7 | 0.547 | 0.758 | 85.6 | |
| Coupled MambaData Setting=Unaligned, Language features=BERT2024.05 | 85.6 | 0.547 | 0.756 | 85.5 | |
| MISAData Setting=Aligned, Language features=BERT2024.05 | 85.5 | 0.555 | 0.756 | 85.3 | |
| MAG-BERTData Setting=Aligned, Language features=BERT, reproduced=true2024.05 | 85.2 | 0.549 | 0.753 | 85.1 | |
| TETFNData Setting=Unaligned, Language features=BERT2024.05 | 85.1 | 0.551 | 0.748 | 85.2 | |
| IMDer3Data Setting=Unaligned, Language features=BERT2024.05 | 85.1 | — | — | 85.1 | |
| DMDData Setting=Unaligned, Language features=BERT2024.05 | 84.8 | — | — | 84.7 | |
| MAG-BERTData Setting=Aligned, Language features=BERT2024.05 | 84.7 | — | — | 84.5 | |
| MFMData Setting=Aligned, Language features=BERT2024.05 | 84.4 | 0.568 | 0.717 | 84.3 | |
| ICCNData Setting=Aligned, Language features=BERT2024.05 | 84.2 | 0.565 | 0.713 | 84.2 | |
| TFNData Setting=Unaligned, Language features=BERT2024.05 | 82.5 | 0.593 | 0.7 | 82.1 | |
| MulTData Setting=Aligned, Language features=BERT2024.05 | 82.5 | 0.58 | 0.703 | 82.3 | |
| LMFData Setting=Unaligned, Language features=BERT2024.05 | 82 | 0.623 | 0.677 | 82.1 | |
| MFNData Setting=Aligned, Language features=BERT2024.05 | 76 | — | — | 76 |