Multimodal Sentiment Analysis on MOSI
87AccuracyAlignMamba-2
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AlignMamba-2Publication=PR’262026.03 | 87 | 87 | |
| AlignMamba-1Publication=CVPR’252026.03 | 86.9 | 86.9 | |
| EUARPublication=MM’242026.03 | 86.3 | 86.3 | |
| SigmaPublication=WACV’252026.03 | 86.3 | 86.3 | |
| MTMDPublication=TAFFC’232026.03 | 86 | 86 | |
| DMDPublication=CVPR’242026.03 | 85.8 | 85.8 | |
| GeminiFusionPublication=ICML’242026.03 | 85.7 | 85.8 | |
| MDKATPublication=TCSVT’252026.03 | 85.6 | 85.6 | |
| ConFEDEPublication=ACL’232026.03 | 85.5 | 85.5 | |
| HyConPublication=TAFFC’222026.03 | 85.2 | 85.1 | |
| MMIMPublication=EMNLP’212026.03 | 85.1 | 85 | |
| Self-MMPublication=AAAI’212026.03 | 84.8 | 84.9 | |
| TokenFusionPublication=CVPR’222026.03 | 84.8 | 84.7 | |
| MEAPublication=TCSVT’242026.03 | 84.4 | 84.6 | |
| MulTPublication=ACL’192026.03 | 84.1 | 83.9 | |
| MISAPublication=MM’202026.03 | 83.4 | 83.6 | |
| ICCNPublication=AAAI’202026.03 | 83 | 83 | |
| CobraPublication=AAAI’252026.03 | 82.3 | 82.1 | |
| MPLMMModality Set={v,t}2024.07 | 81.12 | 81.19 | |
| MPLMMModality Set={a,t}2024.07 | 80.76 | 81.09 | |
| MPMMModality Set={v,t}2024.07 | 80.74 | 80.93 | |
| MDModality Set={v,t}2024.07 | 80.51 | 80.43 | |
| MMINModality Set={a,t}2024.07 | 80.5 | 80.33 | |
| MMINModality Set={v,t}2024.07 | 80.46 | 80.63 | |
| MCTNModality Set={v,t}2024.07 | 80.45 | 80.65 | |
| MSModality Set={v,t}2024.07 | 80.32 | 80.38 | |
| MPLMMModality Set={t}2024.07 | 80.12 | 80.31 | |
| MMINModality Set={t}2024.07 | 80.1 | 80.16 | |
| MPMMModality Set={a,t}2024.07 | 79.89 | 79.84 | |
| LBModality Set={v,t}2024.07 | 79.86 | 79.96 | |
| MPMMModality Set={t}2024.07 | 79.81 | 80.1 | |
| MCTNModality Set={t}2024.07 | 79.63 | 79.78 | |
| MDModality Set={a,t}2024.07 | 79.59 | 79.86 | |
| MDModality Set={t}2024.07 | 79.36 | 80.01 | |
| MSModality Set={a,t}2024.07 | 79.32 | 79.65 | |
| LBModality Set={t}2024.07 | 79.27 | 79.22 | |
| MCTNModality Set={a,t}2024.07 | 78.96 | 79.17 | |
| LBModality Set={a,t}2024.07 | 78.67 | 79.25 | |
| MSModality Set={t}2024.07 | 78.28 | 78.06 | |
| MPLMMModality Set=Avg.2024.07 | 72.14 | 72.57 | |
| MMINModality Set=Avg.2024.07 | 70.84 | 71.22 | |
| MPMMModality Set=Avg.2024.07 | 69.48 | 70.11 | |
| MCTNModality Set=Avg.2024.07 | 66.9 | 68.32 | |
| MDModality Set=Avg.2024.07 | 65.04 | 68.08 | |
| MPLMMModality Set={a,v}2024.07 | 65.02 | 65.41 | |
| MSModality Set=Avg.2024.07 | 64.64 | 67.8 | |
| LBModality Set=Avg.2024.07 | 64.21 | 67.76 | |
| MMINModality Set={a,v}2024.07 | 63.79 | 64.08 | |
| MPLMMModality Set={v}2024.07 | 63.12 | 63.74 | |
| MPLMMModality Set={a}2024.07 | 62.71 | 63.65 | |
| MMINModality Set={v}2024.07 | 61.01 | 61.98 | |
| MPMMModality Set={a,v}2024.07 | 60.54 | 61.33 | |
| BriMPR2025.11 | 59.9 | 74.9 | |
| READ2025.11 | 59.7 | 74.7 | |
| Tent2025.11 | 59.6 | 74.5 | |
| SuMi2025.11 | 59.4 | 74.2 | |
| MMINModality Set={a}2024.07 | 59.16 | 60.12 | |
| Sourcedescription=source pre-trained model2025.11 | 59 | 73.6 | |
| MPMMModality Set={v}2024.07 | 58.63 | 59.12 | |
| MPMMModality Set={a}2024.07 | 57.26 | 59.35 | |
| MCTNModality Set={a,v}2024.07 | 56.79 | 57.84 | |
| MCTNModality Set={v}2024.07 | 54.27 | 56.33 | |
| MDModality Set={a,v}2024.07 | 52.33 | 56.84 | |
| MCTNModality Set={a}2024.07 | 51.32 | 56.12 | |
| MSModality Set={a,v}2024.07 | 51.12 | 57.01 | |
| LBModality Set={a,v}2024.07 | 50.07 | 57.12 | |
| MSModality Set={v}2024.07 | 49.87 | 56.12 | |
| MDModality Set={v}2024.07 | 49.66 | 55.6 | |
| MSModality Set={a}2024.07 | 49.17 | 55.34 | |
| LBModality Set={v}2024.07 | 49.09 | 55.2 | |
| MDModality Set={a}2024.07 | 48.79 | 55.74 | |
| LBModality Set={a}2024.07 | 48.32 | 55.81 |