Multimodal Sentiment Analysis on CMU-MOSEI segments (test)
86.4ACC2TSDA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TSDAAlignment=unaligned2026.01 | 86.4 | 0.527 | 54.9 | 86.5 | |
| TSDAAlignment=aligned2026.01 | 86.3 | 0.529 | 54.9 | 86.2 | |
| MMINAlignment=unaligned2026.01 | 85.9 | 0.542 | — | 85.76 | |
| EMOEAlignment=unaligned2026.01 | 85.5 | 0.533 | 53.9 | 85.5 | |
| MISAAlignment=aligned2026.01 | 85.3 | 0.543 | 52.3 | 85.1 | |
| Self-MMAlignment=unaligned2026.01 | 85.3 | 0.535 | 52.9 | 84.8 | |
| EMOEAlignment=aligned2026.01 | 85.3 | 0.536 | 54.1 | 85.3 | |
| MISAAlignment=unaligned2026.01 | 84.8 | 0.557 | 51 | 84.8 | |
| DMDAlignment=aligned2026.01 | 84.8 | 0.546 | 52.4 | 84.7 | |
| LMFAlignment=aligned2026.01 | 84.7 | 0.564 | 52.3 | 84.5 | |
| DMDAlignment=unaligned2026.01 | 84.7 | 0.536 | 53.1 | 84.7 | |
| Self-MMAlignment=aligned2026.01 | 84.5 | 0.54 | 53.2 | 84.3 | |
| DLFAlignment=unaligned2026.01 | 84.4 | 0.536 | 53.9 | 85.3 | |
| TFNAlignment=unaligned2026.01 | 84.2 | 0.573 | 50.2 | 84 | |
| FDMERAlignment=unaligned2026.01 | 84.1 | 0.536 | 53.8 | 84 | |
| MuLTAlignment=unaligned2026.01 | 84 | 0.556 | 53.2 | 84 | |
| LMFAlignment=unaligned2026.01 | 83.8 | 0.565 | 51.9 | 83.9 | |
| MMINAlignment=aligned2026.01 | 83.8 | — | — | 83.9 | |
| DEVAAlignment=unaligned2026.01 | 83.3 | 0.541 | 52.3 | 82.9 | |
| MuLTAlignment=aligned2026.01 | 82.7 | 0.572 | 52.3 | 82.8 | |
| ConFEDEAlignment=unaligned2026.01 | 81.8 | 0.523 | 54.9 | 82.3 | |
| TFNAlignment=aligned2026.01 | 80.4 | 0.574 | 50.9 | 80.7 |