Multimodal Sentiment Classification on CH-SIMS 1.0 (test)
82.23Accuracy (2-Class)ConFEDE(U)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ConFEDE(U)Source=[44], Label usage=Multimodal and Unimodal labels2025.12 | 82.23 | 82.08 | 70.15 | 46.3 | — | — | |
| ConFEDE(U)Source=Reproduced, Label usage=Multimodal and Unimodal labels2025.12 | 81.1 | 80.95 | 68.93 | 45.43 | — | — | |
| MMCI2025.08 | 80.3 | 80.6 | 66.3 | 43.5 | 41.2 | 0.602 | |
| self-MMSource=[60], Label usage=Multimodal labels2025.12 | 80.04 | 80.44 | 65.47 | 41.53 | — | — | |
| Self-MM2025.08 | 80 | 80.4 | 65.5 | 41.5 | 42.5 | 0.595 | |
| DEVAsource=results taken from [40]2025.08 | 79.6 | 80.3 | 65.4 | 43.1 | 42.4 | 0.583 | |
| DashFusionSource=This Paper, Label usage=Multimodal labels, bottleneck count p=82025.12 | 79.21 | 79.39 | 66.82 | 44.24 | — | — | |
| MulT2025.08 | 78.6 | 79.7 | 64.8 | 37.9 | 45.3 | 0.564 | |
| ALMTsource=results taken from [40]2025.08 | 78.6 | 78.9 | 65 | 40.7 | 45 | 0.535 | |
| MulTSource=[60], Label usage=Multimodal labels2025.12 | 78.56 | 79.66 | 64.77 | 37.94 | — | — | |
| Self-MMSource=Reproduced, Label usage=Multimodal labels2025.12 | 78.56 | 78.6 | 64.68 | 41.69 | — | — | |
| TFN2025.08 | 78.4 | 78.6 | 65.1 | 39.3 | 43.2 | 0.591 | |
| TFNSource=[60], Label usage=Multimodal labels2025.12 | 78.38 | 78.62 | 65.12 | 39.3 | — | — | |
| MulTSource=Reproduced, Label usage=Multimodal labels2025.12 | 78.24 | 78.54 | 64.38 | 40.06 | — | — | |
| MFN2025.08 | 77.9 | 77.9 | 65.7 | 39.5 | 43.5 | 0.582 | |
| CENet2025.08 | 77.9 | 77.5 | 62.6 | 33.9 | 47.1 | 0.54 | |
| LMF2025.08 | 77.8 | 77.9 | 64.7 | 40.5 | 44.1 | 0.576 | |
| LMFSource=[60], Label usage=Multimodal labels2025.12 | 77.77 | 77.88 | 64.48 | 40.53 | — | — | |
| MISASource=[60], Label usage=Multimodal labels2025.12 | 76.54 | 76.59 | — | — | — | — | |
| MAG-BERTSource=[60], Label usage=Multimodal labels2025.12 | 74.44 | 71.75 | — | — | — | — |