Multimodal Sentiment Analysis on MOSEI 2018b (test)
85.88Acc2 (pos/neg)MODS
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MODS2025.11 | 85.88 | 0.527 | 0.772 | 54.32 | 84.52 | 84.5 | 86.14 | |
| MIMsource=reproduced from open-source codebase2025.11 | 85.7 | 0.579 | 0.779 | 51.8 | — | — | 85.6 | |
| DTNsource=reproduced from open-source codebase2025.11 | 85.5 | 0.572 | 0.765 | 52.3 | — | — | 85.5 | |
| MSG2025.11 | 85.4 | 0.583 | 0.787 | 52.8 | — | — | 85.4 | |
| PriSAsource=reproduced from open-source codebase2025.11 | 85.2 | 0.536 | 0.761 | 53.95 | 82.1 | 83.3 | 85.2 | |
| DMDsource=reproduced from open-source codebase2025.11 | 85.2 | — | — | 53.1 | — | — | 85.2 | |
| Self-MMsource=results from (Mao et al. 2022)2025.11 | 85.15 | 0.531 | 0.764 | 53.87 | 83.76 | 83.82 | 84.9 | |
| MMIMsource=reproduced from open-source codebase2025.11 | 85.14 | 0.537 | 0.759 | 53.42 | 82.08 | 82.51 | 85.11 | |
| MulTsource=results from (Mao et al. 2022)2025.11 | 84.63 | 0.559 | 0.733 | 52.84 | 81.15 | 81.56 | 84.52 | |
| MISAsource=results from (Mao et al. 2022)2025.11 | 84.23 | 0.568 | 0.724 | — | 82.59 | 82.67 | 83.97 | |
| ICCN2025.11 | 84.2 | 0.565 | 0.713 | 51.6 | — | — | 84.2 | |
| LMFsource=results from (Mao et al. 2022)2025.11 | 83.48 | 0.576 | 0.717 | 51.59 | 80.54 | 80.94 | 83.36 | |
| TFNsource=results from (Mao et al. 2022)2025.11 | 81.89 | 0.572 | 0.714 | 51.6 | 78.5 | 78.96 | 81.74 |