Multimodal Sentiment Analysis on CMU-MOSI segments (test)
86.5ACC2TSDA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TSDAAlignment=unaligned2026.01 | 86.5 | 0.68 | 48.5 | 86.5 | |
| TSDAAlignment=aligned2026.01 | 86.3 | 0.695 | 48.6 | 86.2 | |
| MMINAlignment=unaligned2026.01 | 85.5 | 0.741 | — | 85.51 | |
| EMOEAlignment=aligned2026.01 | 85.4 | 0.71 | 47.7 | 85.4 | |
| EMOEAlignment=unaligned2026.01 | 85.4 | 0.697 | 47.8 | 85.3 | |
| DLFAlignment=unaligned2026.01 | 85.1 | 0.731 | 47.1 | 85.1 | |
| Self-MMAlignment=aligned2026.01 | 84.9 | 0.738 | 45.3 | 84.9 | |
| FDMERAlignment=unaligned2026.01 | 84.6 | 0.725 | 44.2 | 84.7 | |
| DEVAAlignment=unaligned2026.01 | 84.4 | 0.73 | 46.3 | 84.5 | |
| MISAAlignment=aligned2026.01 | 84.2 | 0.754 | 41.8 | 84.2 | |
| ConFEDEAlignment=unaligned2026.01 | 84.2 | 0.742 | 46.3 | 84.2 | |
| DMDAlignment=unaligned2026.01 | 84 | 0.721 | 46.7 | 84 | |
| MISAAlignment=unaligned2026.01 | 83.8 | 0.742 | 43.6 | 83.9 | |
| MMINAlignment=aligned2026.01 | 83.5 | — | — | 83.5 | |
| Self-MMAlignment=unaligned2026.01 | 83.4 | 0.724 | 45.7 | 83.6 | |
| DMDAlignment=aligned2026.01 | 83.2 | 0.721 | 46.2 | 83.2 | |
| MuLTAlignment=unaligned2026.01 | 80.3 | 0.933 | 33.2 | 80.3 | |
| MuLTAlignment=aligned2026.01 | 80 | 0.936 | 35.1 | 80.1 | |
| LMFAlignment=unaligned2026.01 | 79.1 | 0.963 | 31.1 | 79.1 | |
| TFNAlignment=aligned2026.01 | 78.8 | 0.953 | 31.9 | 78.9 | |
| LMFAlignment=aligned2026.01 | 78.7 | 0.931 | 36.9 | 78.7 | |
| TFNAlignment=unaligned2026.01 | 76.5 | 0.995 | 35.3 | 76.6 |