Multimodal Emotion Recognition on CMU-MOSI
49.9ACC7DHMD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DHMDSetting=Aligned, BERT-based=true2026.02 | 49.9 | 87.8 | 87.7 | 0.683 | 0.812 | |
| DHMDSetting=Unaligned, BERT-based=true2026.02 | 48.4 | 86.9 | 86.9 | 0.691 | 0.8 | |
| EMOESetting=Unaligned, BERT-based=true2026.02 | 47.8 | 85.4 | 85.3 | 0.697 | — | |
| EMOESetting=Aligned, BERT-based=true2026.02 | 47.7 | 85.4 | 85.4 | 0.71 | — | |
| DLFSetting=Aligned, BERT-based=true2026.02 | 47.1 | 85.1 | 85 | 0.731 | 0.781 | |
| CRILSetting=Aligned, BERT-based=true2026.02 | 46.3 | 87 | 86.9 | 0.695 | 0.812 | |
| DEVASetting=Aligned, BERT-based=true2026.02 | 46.3 | 86.3 | 86.3 | 0.73 | 0.787 | |
| DMDSetting=Aligned, BERT-based=true2026.02 | 45.6 | 86 | 86 | 0.691 | 0.798 | |
| IMDerSetting=Aligned, BERT-based=true2026.02 | 45.3 | 85.7 | 85.6 | 0.736 | 0.783 | |
| GCNetSetting=Aligned, BERT-based=true2026.02 | 44.9 | 85.2 | 85.1 | — | — | |
| TCTRSetting=Aligned, BERT-based=true2026.02 | 44.5 | 86.1 | 86.3 | 0.751 | 0.785 | |
| IMDerSetting=Unaligned, BERT-based=true2026.02 | 44.5 | 85.2 | 85.2 | 0.744 | 0.771 | |
| FDMERSetting=Aligned, BERT-based=true2026.02 | 44.1 | 84.6 | 84.7 | 0.724 | 0.788 | |
| MISASetting=Aligned, BERT-based=true2026.02 | 42.3 | 83.4 | 83.6 | 0.783 | 0.761 | |
| DMDSetting=Unaligned, BERT-based=true2026.02 | 41.9 | 83.5 | 83.5 | 0.707 | 0.786 | |
| MICASetting=Unaligned, BERT-based=false2026.02 | 40.8 | 82.6 | 82.7 | — | — | |
| PMRSetting=Aligned, BERT-based=false2026.02 | 40.6 | 83.6 | 83.4 | — | — | |
| PMRSetting=Unaligned, BERT-based=false2026.02 | 40.6 | 82.4 | 82.1 | — | — | |
| MulTSetting=Aligned, BERT-based=false2026.02 | 40 | 83 | 82.8 | 0.871 | 0.698 | |
| MulTSetting=Unaligned, BERT-based=false2026.02 | 39.1 | 81.1 | 81 | 0.889 | 0.686 | |
| MFMSetting=Aligned, BERT-based=false2026.02 | 36.2 | 78.1 | 78.1 | 0.951 | 0.662 | |
| MCTNSetting=Aligned, BERT-based=false2026.02 | 35.6 | 79.3 | 79.1 | 0.909 | 0.676 | |
| LF-LSTMSetting=Aligned, BERT-based=false2026.02 | 35.3 | 76.8 | 76.7 | 1.015 | 0.625 | |
| EF-LSTMSetting=Aligned, BERT-based=false2026.02 | 33.7 | 75.3 | 75.2 | 1.023 | 0.608 | |
| LF-LSTMSetting=Unaligned, BERT-based=false2026.02 | 33.7 | 77.6 | 77.8 | 0.988 | 0.624 | |
| RAVENSetting=Aligned, BERT-based=false2026.02 | 33.2 | 78 | 76.6 | 0.915 | 0.691 | |
| LMFSetting=Aligned, BERT-based=false2026.02 | 32.8 | 76.4 | 75.7 | 0.912 | 0.668 | |
| MCTNSetting=Unaligned, BERT-based=false2026.02 | 32.7 | 75.9 | 76.4 | 0.991 | 0.613 | |
| TFNSetting=Aligned, BERT-based=false2026.02 | 32.1 | 73.9 | 73.4 | 0.97 | 0.633 | |
| RAVENSetting=Unaligned, BERT-based=false2026.02 | 31.7 | 72.7 | 73.1 | 1.076 | 0.544 | |
| EF-LSTMSetting=Unaligned, BERT-based=false2026.02 | 31 | 73.6 | 74.5 | 1.078 | 0.542 |