Multimodal Sentiment Analysis on CMU-MOSI
0.62MAE
MBD
Updated 2d ago
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.02 | 0.62 | 0.872 | 50.8 | - | - | - | - | - | - | 89.9 | 89.9 | - | - | - | - | - | |
2025.12 | 0.6725 | 0.812 | - | - | - | - | - | 87.94 | - | - | 86.16 | - | - | - | - | - | |
2026.02 | 0.678 | 0.819 | 49.56 | - | - | - | - | - | - | 88.05 | 87.99 | - | - | - | - | - | |
2023.06 | 0.681 | 0.816 | 48.43 | 84.37 | 86.13 | 84.33 | 86.13 | - | - | - | - | - | - | - | - | - | |
2025.12 | 0.683 | 0.805 | - | - | - | - | - | 86.43 | - | - | 86.47 | - | - | - | - | - | |
2026.02 | 0.685 | 0.707 | 49.3 | - | - | - | - | - | - | 86.7 | 86.7 | - | - | - | - | - | |
2026.02 | 0.69 | 0.806 | 48.7 | - | - | - | - | - | - | 87 | 87 | - | - | - | - | - | |
2026.02 | 0.691 | 0.809 | 48.7 | - | - | - | - | - | - | 86.9 | 86.4 | - | - | - | - | - | |
2023.06 | 0.7 | 0.8 | 46.65 | 84.14 | 86.06 | 84 | 85.98 | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.703 | 0.79 | 48 | - | - | - | - | - | - | 86.4 | 86.3 | - | - | - | - | - | |
2026.02 | 0.707 | 0.809 | 49.7 | - | - | - | - | - | - | 87.4 | 87.4 | - | - | - | - | - | |
2026.02 | 0.71 | - | 47.7 | - | - | - | - | - | - | 85.4 | 85.4 | - | - | - | - | - | |
2023.06 | 0.712 | 0.795 | 45.79 | 82.54 | 84.77 | 82.68 | 84.91 | - | - | - | - | - | - | - | - | - | |
2023.06 | 0.713 | 0.79 | 46.6 | - | 85.2 | - | 85.1 | - | - | - | - | - | - | - | - | - | |
2025.12 | 0.713 | 0.798 | - | - | - | - | - | 85.98 | - | - | 85.95 | - | - | - | - | - | |
2023.06 | 0.727 | 0.781 | 43.62 | 82.37 | 84.43 | 82.5 | 84.61 | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.73 | 0.787 | 46.33 | - | - | - | - | - | - | 84.4 | 84.45 | - | - | - | - | - | |
2026.02 | 0.731 | 0.781 | 47.1 | - | - | - | - | - | - | 85.1 | 85 | - | - | - | - | - | |
2026.02 | 0.731 | 0.781 | 47.08 | - | - | - | - | - | - | 85.06 | 85.04 | - | - | - | - | - | |
2026.02 | 0.741 | 0.779 | 46.6 | - | - | - | - | - | - | 85.2 | 85.1 | - | - | - | - | - | |
2026.02 | 0.742 | 0.782 | 42.3 | - | - | - | - | - | - | 85.5 | 85.5 | - | - | - | - | - | |
2026.02 | 0.744 | 0.788 | 43.88 | - | - | - | - | - | - | 83.24 | 83.55 | - | - | - | - | - | |
2026.02 | 0.747 | 0.798 | 43.21 | - | - | - | - | - | - | 84.43 | 84.13 | - | - | - | - | - | |
2026.02 | 0.749 | 0.782 | 43.2 | - | - | - | - | - | - | 86.7 | 86.3 | - | - | - | - | - | |
2026.02 | 0.76 | 0.777 | 42.88 | - | - | - | - | - | - | 83.01 | 83.22 | - | - | - | - | - | |
2026.02 | 0.765 | 0.764 | 42.03 | - | - | - | - | - | - | 82.88 | 83.04 | - | - | - | - | - | |
2026.02 | 0.7775 | 0.7753 | - | - | - | - | - | - | - | 84.27 | 84.13 | - | - | - | - | - | |
2020.02 | 0.781 | 0.767 | - | - | - | - | - | - | - | - | - | - | 83.2 | 84.6 | 83.3 | 84.6 | |
2025.12 | 0.783 | 0.761 | - | - | - | - | - | 82.57 | - | - | 82.54 | - | - | - | - | - | |
2026.02 | 0.788 | 0.744 | 41.27 | - | - | - | - | - | - | 82.07 | 82.43 | - | - | - | - | - | |
2026.02 | 0.7938 | 0.7644 | - | - | - | - | - | - | - | 83.36 | 83.21 | - | - | - | - | - | |
2023.06 | 0.804 | 0.764 | - | 80.79 | 82.1 | 80.77 | 82.03 | - | - | - | - | - | - | - | - | - | |
2020.02 | 0.837 | 0.744 | - | - | - | - | - | - | - | - | - | - | 81.5 | 83.5 | 81.4 | 83.5 | |
2026.02 | 0.846 | 0.725 | 40.05 | - | - | - | - | - | - | 81.7 | 81.66 | - | - | - | - | - | |
| 0.8557 | - | - | - | - | - | - | - | - | - | - | 17 | - | - | - | - | ||
2026.01 | 0.8558 | - | - | - | - | - | - | - | - | - | - | 18.69 | - | - | - | - | |
2023.06 | 0.861 | 0.711 | - | 81.5 | 84.1 | 80.6 | 83.9 | - | - | - | - | - | - | - | - | - | |
2023.06 | 0.862 | 0.714 | 39 | - | 83 | - | 83 | - | - | - | - | - | - | - | - | - | |
2020.02 | 0.87 | 0.698 | - | - | - | - | - | - | - | - | - | - | - | 83 | - | 82.8 | |
2025.12 | 0.8891 | 0.711 | - | - | - | - | - | 81.16 | - | - | 81.04 | - | - | - | - | - | |
2026.01 | 0.8902 | - | - | - | - | - | - | - | - | - | - | 0 | - | - | - | - | |
2026.02 | 0.895 | 0.689 | 40.6 | - | - | - | - | - | - | 79.88 | 79.83 | - | - | - | - | - | |
2023.06 | 0.901 | 0.698 | 34.9 | - | 80.8 | - | 80.7 | - | - | - | - | - | - | - | - | - | |
2024.11 | 0.915 | 0.717 | 33.73 | - | - | - | - | - | - | 82.84 | 82.74 | - | - | - | - | - | |
2020.02 | 0.915 | 0.691 | - | - | - | - | - | - | - | - | - | - | 78 | - | - | - | |
2023.06 | 0.917 | 0.695 | 33.2 | - | 82.5 | - | 82.4 | - | - | - | - | - | - | - | - | - | |
2020.02 | 0.922 | 0.681 | - | - | - | - | - | - | - | - | - | - | 78.4 | - | 78 | - | |
2024.11 | 0.942 | 0.712 | 31.98 | - | - | - | - | - | - | 81.78 | 81.77 | - | - | - | - | - | |
2024.11 | 0.95 | 0.704 | 31 | - | - | - | - | - | - | 81.22 | 81.19 | - | - | - | - | - | |
2024.11 | 0.952 | 0.71 | 29.26 | - | - | - | - | - | - | 81.23 | 81.23 | - | - | - | - | - | |
2020.02 | 0.965 | 0.632 | - | - | - | - | - | - | - | - | - | - | 77.4 | - | 77.3 | - | |
2020.02 | 0.968 | 0.625 | - | - | - | - | - | - | - | - | - | - | 77.1 | - | 77 | - | |
2024.11 | 0.969 | 0.701 | 30.94 | - | - | - | - | - | - | 80.83 | 80.78 | - | - | - | - | - | |
2024.11 | 0.975 | 0.688 | 31.44 | - | - | - | - | - | - | 80.78 | 80.75 | - | - | - | - | - | |
2024.11 | 1.016 | 0.664 | 28.24 | - | - | - | - | - | - | 76.83 | 76.8 | - | - | - | - | - | |
2020.02 | 1.019 | 0.601 | - | - | - | - | - | - | - | - | - | - | 73.9 | - | 74 | - | |
2020.02 | 1.04 | 0.633 | - | - | - | - | - | - | - | - | - | - | 73.9 | - | 73.4 | - | |
2024.11 | 1.441 | 0.499 | 21.65 | - | - | - | - | - | - | 62 | 66.18 | - | - | - | - | - | |
2024.11 | 1.451 | 0.51 | 23.04 | - | - | - | - | - | - | 64.12 | 66.96 | - | - | - | - | - | |
2023.06 | - | - | - | - | - | - | - | 47.8 | - | - | - | - | - | - | - | - | |
2023.06 | - | - | - | - | - | - | - | 48.6 | - | - | - | - | - | - | - | - | |
2023.06 | - | - | - | - | - | - | - | 49 | - | - | - | - | - | - | - | - | |
2023.06 | - | - | - | - | - | - | - | 49 | - | - | - | - | - | - | - | - | |
2023.06 | - | - | - | - | - | - | - | 51.2 | - | - | - | - | - | - | - | - | |
2023.06 | - | - | - | - | - | - | - | 47.2 | - | - | - | - | - | - | - | - | |
2023.06 | - | - | - | - | - | - | - | 65.3 | - | - | - | - | - | - | - | - | |
2023.06 | - | - | - | - | - | - | - | 69.1 | - | - | - | - | - | - | - | - | |
2023.12 | - | - | - | - | - | - | - | - | 65.06 | - | - | - | - | - | - | - | |
2023.12 | - | - | - | - | - | - | - | - | 62.36 | - | - | - | - | - | - | - | |
2023.12 | - | - | - | - | - | - | - | - | 65.41 | - | - | - | - | - | - | - | |
2023.12 | - | - | - | - | - | - | - | - | 69.16 | - | - | - | - | - | - | - | |
2023.12 | - | - | - | - | - | - | - | - | 68.27 | - | - | - | - | - | - | - | |
2023.12 | - | - | - | - | - | - | - | - | 64.93 | - | - | - | - | - | - | - | |
2026.02 | - | - | - | - | - | - | - | - | - | 84.16 | 84.09 | - | - | - | - | - |