Multimodal Emotion Recognition on CMU-MOSI (test)
49.4ACC7Atsuko
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AtsukoSetting=Unaligned2026.03 | 49.4 | 86 | 85.9 | 0.691 | |
| AtsukoSetting=Aligned2026.03 | 48.7 | 86.3 | 86.2 | 0.696 | |
| EMOESetting=Unaligned2026.03 | 47.8 | 85.4 | 85.3 | 0.697 | |
| EMOESetting=Aligned2026.03 | 47.7 | 85.4 | 85.4 | 0.71 | |
| DMDSetting=Unaligned2026.03 | 46.7 | 84 | 84 | 0.721 | |
| DMDSetting=Aligned2026.03 | 46.2 | 83.2 | 83.2 | 0.721 | |
| MMIMSetting=Unaligned2026.03 | 45.9 | 83.4 | 83.4 | 0.777 | |
| MMIMSetting=Aligned2026.03 | 45.8 | 84.6 | 84.5 | 0.717 | |
| Self-MMSetting=Unaligned2026.03 | 45.7 | 83.4 | 83.6 | 0.724 | |
| DMDSetting=Aligned, Language Features=BERT-based2023.03 | 45.6 | 86 | 86 | — | |
| Self-MMSetting=Aligned2026.03 | 45.3 | 84.9 | 84.9 | 0.738 | |
| FDMERSetting=Aligned, Language Features=BERT-based2023.03 | 44.1 | 84.6 | 84.7 | — | |
| MISASetting=Unaligned2026.03 | 43.6 | 83.8 | 83.9 | 0.742 | |
| MISASetting=Aligned, Language Features=BERT-based2023.03 | 42.3 | 83.4 | 83.6 | — | |
| DMDSetting=Unaligned2023.03 | 41.9 | 83.5 | 83.5 | — | |
| MISASetting=Aligned2026.03 | 41.8 | 84.2 | 84.2 | 0.754 | |
| DMDSetting=Aligned2023.03 | 41.4 | 84.5 | 84.4 | — | |
| MICASetting=Unaligned2023.03 | 40.8 | 82.6 | 82.7 | — | |
| PMRSetting=Aligned2023.03 | 40.6 | 83.6 | 83.4 | — | |
| PMRSetting=Unaligned2023.03 | 40.6 | 82.4 | 82.1 | — | |
| MulTSetting=Aligned2023.03 | 40 | 83 | 82.8 | — | |
| MulTSetting=Unaligned2023.03 | 39.1 | 81.1 | 81 | — | |
| LMFSetting=Aligned2026.03 | 36.9 | 78.7 | 78.7 | 0.931 | |
| MFMSetting=Aligned2023.03 | 36.2 | 78.1 | 78.1 | — | |
| MCTNSetting=Aligned2023.03 | 35.6 | 79.3 | 79.1 | — | |
| MFNSetting=Aligned2026.03 | 35.6 | 78.4 | 78.4 | 0.964 | |
| LF-LSTMSetting=Aligned2023.03 | 35.3 | 76.8 | 76.7 | — | |
| TFNSetting=Unaligned2026.03 | 35.3 | 76.5 | 76.6 | 0.995 | |
| MulTSetting=Aligned2026.03 | 35.1 | 80 | 80.1 | 0.936 | |
| MFNSetting=Unaligned2026.03 | 34.7 | 80 | 80.1 | 0.971 | |
| Graph-MFNSetting=Unaligned2026.03 | 34.4 | 79.4 | 79.2 | 0.93 | |
| EF-LSTMSetting=Aligned2023.03 | 33.7 | 75.3 | 75.2 | — | |
| LF-LSTMSetting=Unaligned2023.03 | 33.7 | 77.6 | 77.8 | — | |
| EF-LSTMSetting=Aligned2026.03 | 33.7 | 75.3 | 75.2 | 1.386 | |
| RAVENSetting=Aligned2023.03 | 33.2 | 78 | 76.6 | — | |
| MulTSetting=Unaligned2026.03 | 33.2 | 80.3 | 80.3 | 0.933 | |
| LMFSetting=Aligned2023.03 | 32.8 | 76.4 | 75.7 | — | |
| MCTNSetting=Unaligned2023.03 | 32.7 | 75.9 | 76.4 | — | |
| LF-DNNSetting=Unaligned2026.03 | 32.5 | 78.2 | 78.3 | 0.987 | |
| TFNSetting=Aligned2023.03 | 32.1 | 73.9 | 73.4 | — | |
| TFNSetting=Aligned2026.03 | 31.9 | 78.8 | 78.9 | 0.953 | |
| RAVENSetting=Unaligned2023.03 | 31.7 | 72.7 | 73.1 | — | |
| LF-DNNSetting=Aligned2026.03 | 31.5 | 78.4 | 78.3 | 0.972 | |
| Graph-MFNSetting=Aligned2026.03 | 31.5 | 78.1 | 78.1 | 0.97 | |
| LMFSetting=Unaligned2026.03 | 31.1 | 79.1 | 79.1 | 0.963 | |
| EF-LSTMSetting=Unaligned2023.03 | 31 | 73.6 | 74.5 | — | |
| EF-LSTMSetting=Unaligned2026.03 | 31 | 73.6 | 74.5 | 1.42 |