Multimodal Sentiment Analysis on CMU-MOSEI standard (test)
85.86AccuracyTLRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TLRAModality Setting=AL2026.05 | 85.86 | 85.76 | |
| CENETModality Setting=VL2026.05 | 85.37 | 85.35 | |
| U-PNSModality Setting=VL2026.05 | 85.32 | 85.34 | |
| IMDerModality Setting=AL2026.05 | 85.1 | 85.1 | |
| TLRAModality Setting=L2026.05 | 85.09 | 85.05 | |
| TETFNModality Setting=VL2026.05 | 85.08 | 85.05 | |
| DiCMoRModality Setting=AL2026.05 | 85 | 84.9 | |
| IMDerModality Setting=VL2026.05 | 85 | 85 | |
| CENETModality Setting=AL2026.05 | 84.99 | 85.03 | |
| TFR-NetModality Setting=L2026.05 | 84.97 | 84.43 | |
| TFR-NetModality Setting=VL2026.05 | 84.95 | 84.69 | |
| DiCMoRModality Setting=VL2026.05 | 84.9 | 84.9 | |
| TETFNModality Setting=AL2026.05 | 84.84 | 84.81 | |
| TETFNModality Setting=L2026.05 | 84.83 | 84.8 | |
| TLRAModality Setting=VL2026.05 | 84.81 | 84.81 | |
| CENETModality Setting=L2026.05 | 84.64 | 84.71 | |
| ALMTModality Setting=L2026.05 | 84.55 | 84.77 | |
| IMDerModality Setting=L2026.05 | 84.5 | 84.5 | |
| LNLNModality Setting=VL2026.05 | 84.39 | 84.71 | |
| U-PNSModality Setting=AL2026.05 | 84.25 | 84.33 | |
| DiCMoRModality Setting=L2026.05 | 84.2 | 84.3 | |
| MECAMModality Setting=L2026.05 | 84.2 | 83.9 | |
| LNLNModality Setting=L2026.05 | 84.07 | 84.47 | |
| LNLNModality Setting=AL2026.05 | 84.07 | 84.47 | |
| TFR-NetModality Setting=AL2026.05 | 83.97 | 83.93 | |
| MECAMModality Setting=AL2026.05 | 83.5 | 83.6 | |
| MECAMModality Setting=VL2026.05 | 83 | 83 | |
| U-PNSModality Setting=L2026.05 | 81.46 | 82 | |
| Gated Mechanism for Attention Based Multimodal Sentiment Analysis2020.02 | 81.14 | 78.53 | |
| Contextual Inter-modal Attention Based Network2020.02 | 79.8 | — | |
| Context-dependent Sentiment Analysis2020.02 | 77.64 | — | |
| Graph-MFN2020.02 | 76.9 | 77 | |
| Memory Fusion Network (MFN)2020.02 | 76 | 76 | |
| U-PNSModality Setting=AV2026.05 | 71.02 | 60.97 | |
| U-PNSModality Setting=A2026.05 | 69.39 | 62.14 | |
| ALMTModality Setting=VL2026.05 | 67.13 | 71.76 | |
| ALMTModality Setting=AL2026.05 | 66.81 | 71.72 | |
| TLRAModality Setting=AV2026.05 | 66.61 | 65.58 | |
| MECAMModality Setting=AV2026.05 | 66.6 | 63.9 | |
| TLRAModality Setting=V2026.05 | 66.04 | 65.5 | |
| MECAMModality Setting=A2026.05 | 65.9 | 63 | |
| TLRAModality Setting=A2026.05 | 65.47 | 63.72 | |
| DiCMoRModality Setting=AV2026.05 | 65.2 | 64.4 | |
| IMDerModality Setting=AV2026.05 | 64.9 | 63.5 | |
| ALMTModality Setting=V2026.05 | 64.83 | 71.79 | |
| ALMTModality Setting=A2026.05 | 64.68 | 71.71 | |
| IMDerModality Setting=V2026.05 | 63.9 | 63.6 | |
| IMDerModality Setting=A2026.05 | 63.8 | 60.6 | |
| MECAMModality Setting=V2026.05 | 63.8 | 61.8 | |
| DiCMoRModality Setting=V2026.05 | 63.6 | 63.6 | |
| CENETModality Setting=AV2026.05 | 63.23 | 52.41 | |
| DiCMoRModality Setting=A2026.05 | 62.9 | 60.4 | |
| TFR-NetModality Setting=A2026.05 | 62.85 | 48.51 | |
| TFR-NetModality Setting=V2026.05 | 62.85 | 48.57 | |
| TFR-NetModality Setting=AV2026.05 | 62.85 | 48.88 | |
| LNLNModality Setting=A2026.05 | 62.85 | 48.43 | |
| LNLNModality Setting=V2026.05 | 62.85 | 48.51 | |
| LNLNModality Setting=AV2026.05 | 62.85 | 48.43 | |
| TETFNModality Setting=V2026.05 | 62.82 | 48.51 | |
| TETFNModality Setting=AV2026.05 | 62.82 | 48.53 | |
| TETFNModality Setting=A2026.05 | 62.81 | 48.51 | |
| U-PNSModality Setting=V2026.05 | 62.14 | 62.6 | |
| CENETModality Setting=A2026.05 | 61.78 | 51.87 | |
| CENETModality Setting=V2026.05 | 60.69 | 51.22 | |
| ALMTModality Setting=AV2026.05 | 54.28 | 69.52 |