Multimodal Emotion Recognition on CMU-MOSEI (test)
54.5ACC7Atsuko
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AtsukoSetting=Unaligned2026.03 | 54.5 | 85.7 | 85.6 | 0.53 | — | |
| AtsukoSetting=Aligned2026.03 | 54.4 | 85.6 | 85.7 | 0.53 | — | |
| EMOESetting=Aligned2026.03 | 54.1 | 85.3 | 85.3 | 0.536 | — | |
| EMOESetting=Unaligned2026.03 | 53.9 | 85.5 | 85.5 | 0.53 | — | |
| Self-MMSetting=Aligned2026.03 | 53.2 | 84.5 | 84.3 | 0.54 | — | |
| MulTSetting=Unaligned2026.03 | 53.2 | 84 | 84 | 0.556 | — | |
| DMDSetting=Unaligned2026.03 | 53.1 | 84.7 | 84.7 | 0.536 | — | |
| Self-MMSetting=Unaligned2026.03 | 52.9 | 85.3 | 84.8 | 0.535 | — | |
| MMIMSetting=Unaligned2026.03 | 52.6 | 81.5 | 81.3 | 0.578 | — | |
| DMDSetting=Aligned2026.03 | 52.4 | 84.8 | 84.7 | 0.546 | — | |
| LMFSetting=Aligned2026.03 | 52.3 | 84.7 | 84.5 | 0.564 | — | |
| MulTSetting=Aligned2026.03 | 52.3 | 82.7 | 82.8 | 0.572 | — | |
| MISASetting=Aligned2026.03 | 52.3 | 85.3 | 85.1 | 0.543 | — | |
| LF-DNNSetting=Unaligned2026.03 | 52.3 | 83.7 | 83.2 | 0.561 | — | |
| LMFSetting=Unaligned2026.03 | 51.9 | 83.8 | 83.9 | 0.565 | — | |
| Graph-MFNSetting=Unaligned2026.03 | 51.8 | 84.2 | 84.2 | 0.568 | — | |
| LF-DNNSetting=Aligned2026.03 | 51.7 | 83.5 | 83.1 | 0.568 | — | |
| Graph-MFNSetting=Aligned2026.03 | 51.6 | 84.6 | 84.5 | 0.553 | — | |
| MFNSetting=Unaligned2026.03 | 51.3 | 83.2 | 83.3 | 0.567 | — | |
| MISASetting=Unaligned2026.03 | 51 | 84.8 | 84.8 | 0.557 | — | |
| TFNSetting=Aligned2026.03 | 50.9 | 80.4 | 80.7 | 0.574 | — | |
| MFNSetting=Aligned2026.03 | 50.8 | 84 | 84 | 0.574 | — | |
| TFNSetting=Unaligned2026.03 | 50.2 | 84.2 | 84 | 0.573 | — | |
| MMIMSetting=Aligned2026.03 | 50.1 | 83.6 | 83.5 | 0.58 | — | |
| EF-LSTMSetting=Aligned2026.03 | 47.4 | 78.2 | 77.9 | 0.62 | — | |
| EF-LSTMSetting=Unaligned2026.03 | 46.3 | 76.1 | 75.9 | 0.594 | — | |
| DHMDSetting=Aligned, Language Features=BERT-based2026.02 | 0.553 | 0.871 | 0.87 | 0.527 | 0.786 | |
| DHMDSetting=Unaligned, Language Features=BERT-based2026.02 | 0.553 | 0.871 | 0.87 | 0.53 | 0.776 | |
| AcFormerSetting=Aligned, Language Features=BERT-based2026.02 | 0.547 | 0.865 | 0.858 | 0.531 | 0.786 | |
| DMDSetting=Aligned, Language Features=BERT-based2026.02 | 0.545 | 0.866 | 0.866 | 0.537 | 0.773 | |
| CRILSetting=Aligned, Language Features=BERT-based2026.02 | 0.543 | 0.866 | 0.865 | 0.525 | 0.775 | |
| FDMERSetting=Aligned, Language Features=BERT-based2026.02 | 0.541 | 0.861 | 0.858 | 0.536 | 0.773 | |
| EMOESetting=Aligned, Language Features=BERT-based2026.02 | 0.541 | 0.853 | 0.853 | 0.536 | — | |
| DMDSetting=Unaligned, Language Features=BERT-based2026.02 | 0.54 | 0.855 | 0.855 | 0.556 | 0.748 | |
| TCTRSetting=Aligned, Language Features=BERT-based2026.02 | 0.539 | 0.858 | 0.858 | 0.532 | 0.766 | |
| DLFSetting=Aligned, Language Features=BERT-based2026.02 | 0.539 | 0.854 | 0.853 | 0.536 | 0.764 | |
| EMOESetting=Unaligned, Language Features=BERT-based2026.02 | 0.539 | 0.855 | 0.855 | 0.53 | — | |
| IMDerSetting=Aligned, Language Features=BERT-based2026.02 | 0.534 | 0.851 | 0.851 | 0.542 | 0.753 | |
| IMDerSetting=Unaligned, Language Features=BERT-based2026.02 | 0.53 | 0.847 | 0.847 | 0.582 | 0.726 | |
| PMRSetting=Aligned2026.02 | 0.525 | 0.833 | 0.826 | — | — | |
| MICASetting=Unaligned2026.02 | 0.524 | 0.837 | 0.833 | — | — | |
| DEVASetting=Aligned, Language Features=BERT-based2026.02 | 0.523 | 0.861 | 0.862 | 0.541 | 0.769 | |
| MISASetting=Aligned, Language Features=BERT-based2026.02 | 0.522 | 0.855 | 0.853 | 0.555 | 0.756 | |
| MulTSetting=Aligned2026.02 | 0.518 | 0.825 | 0.823 | 0.58 | 0.703 | |
| PMRSetting=Unaligned2026.02 | 0.518 | 0.831 | 0.828 | — | — | |
| GCNetSetting=Aligned, Language Features=BERT-based2026.02 | 0.515 | 0.852 | 0.851 | — | — | |
| MulTSetting=Unaligned2026.02 | 0.507 | 0.816 | 0.816 | 0.591 | 0.694 | |
| RAVENSetting=Aligned2026.02 | 0.5 | 0.791 | 0.795 | 0.614 | 0.662 | |
| MCTNSetting=Aligned2026.02 | 0.496 | 0.798 | 0.806 | 0.609 | 0.67 | |
| LF-LSTMSetting=Aligned2026.02 | 0.488 | 0.806 | 0.806 | 0.619 | 0.659 | |
| LF-LSTMSetting=Unaligned2026.02 | 0.488 | 0.775 | 0.782 | 0.624 | 0.656 | |
| MCTNSetting=Unaligned2026.02 | 0.482 | 0.793 | 0.797 | 0.631 | 0.645 | |
| EF-LSTMSetting=Aligned2026.02 | 0.474 | 0.782 | 0.779 | 0.642 | 0.616 | |
| EF-LSTMSetting=Unaligned2026.02 | 0.463 | 0.761 | 0.759 | 0.68 | 0.585 | |
| RAVENSetting=Unaligned2026.02 | 0.455 | 0.754 | 0.757 | 0.664 | 0.599 | |
| Graph-MFNSetting=Aligned2026.02 | 0.45 | 0.769 | 0.77 | 0.71 | 0.54 |