Multimodal Sentiment Analysis on CMU-MOSI cross-dataset evaluation (test)
85.5Accuracy (2-class)OMG-Agent
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OMG-AgentLanguage=Available, Vision=Available, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 85.5 | 85 | 43.7 | |
| OMG-AgentLanguage=Available, Vision=Missing, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 84.4 | 84.3 | 42.9 | |
| OMG-AgentLanguage=Available, Vision=Available, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 84 | 84.2 | 43.3 | |
| IMDerLanguage=Available, Vision=Available, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 83.8 | 83.9 | 40.6 | |
| OMG-AgentLanguage=Available, Vision=Missing, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 83.8 | 83.8 | 42.5 | |
| IMDerLanguage=Available, Vision=Missing, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 83.2 | 83 | 41.8 | |
| IMDerLanguage=Available, Vision=Missing, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 83.2 | 83 | 42.1 | |
| IMDerLanguage=Available, Vision=Available, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 82.8 | 82.7 | 39.1 | |
| CorrKDLanguage=Available, Vision=Missing, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 82.6 | 82.4 | 42.9 | |
| CorrKDLanguage=Available, Vision=Missing, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 82.5 | 82.3 | 43.6 | |
| CorrKDLanguage=Available, Vision=Available, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 82.5 | 82.3 | 43 | |
| PMSMLanguage=Available, Vision=Available, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 82.5 | 82.2 | 38.5 | |
| PMSMLanguage=Available, Vision=Missing, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 82.3 | 41.9 | 43.6 | |
| PMSMLanguage=Available, Vision=Missing, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 82.3 | 82.2 | 35.3 | |
| PMSMLanguage=Available, Vision=Available, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 82.3 | 82.2 | 35.3 | |
| CorrKDLanguage=Available, Vision=Available, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 82 | 81.9 | 43.4 | |
| OMG-AgentLanguage=Missing, Vision=Available, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 62 | 61.8 | 21.9 | |
| PMSMLanguage=Missing, Vision=Available, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 61.1 | 59.1 | 22.7 | |
| OMG-AgentLanguage=Missing, Vision=Missing, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 60.5 | 57.2 | 20.9 | |
| OMG-AgentLanguage=Missing, Vision=Available, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 60.2 | 58.4 | 21.1 | |
| IMDerLanguage=Missing, Vision=Available, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 59.3 | 58.9 | 21.4 | |
| PMSMLanguage=Missing, Vision=Available, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 58.9 | 43.4 | 13.5 | |
| IMDerLanguage=Missing, Vision=Missing, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 58.8 | 45.4 | 15.5 | |
| CorrKDLanguage=Missing, Vision=Available, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 57.9 | 44.7 | 19.5 | |
| IMDerLanguage=Missing, Vision=Available, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 57.8 | 42.3 | 15.5 | |
| CorrKDLanguage=Missing, Vision=Missing, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 55.5 | 55.8 | 15.7 | |
| PMSMLanguage=Missing, Vision=Missing, Audio=Available, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 55.3 | 44.2 | 15.5 | |
| CorrKDLanguage=Missing, Vision=Available, Audio=Missing, Training Dataset=CMU-MOSEI, Protocol=fixed-missing, Missingness Ratio (MR)=0.72026.02 | 51.1 | 51.4 | 16.2 |