Multimodal Sentiment Analysis on CMU-MOSI 43 (test)
88.92-Class AccuracyMBD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MBDMissing rate η=0.12026.02 | 88.9 | 88.9 | 48.5 | |
| MBDMissing rate η=0.22026.02 | 86.9 | 86.9 | 46.5 | |
| MBDMissing rate η=0.32026.02 | 84.6 | 84.6 | 44.1 | |
| EUARMissing rate η=0.12026.02 | 84.1 | 84.1 | 43.8 | |
| MoMKEMissing rate η=0.12026.02 | 83.6 | 83.6 | 35.5 | |
| IMDerMissing rate η=0.12026.02 | 83.3 | 83.2 | 43 | |
| GCNetMissing rate η=0.12026.02 | 82.4 | 82.2 | 41.9 | |
| MBDMissing rate η=0.42026.02 | 82.2 | 82.2 | 41.2 | |
| EUARMissing rate η=0.22026.02 | 81.9 | 81.9 | 41.5 | |
| LNLNMissing rate η=0.12026.02 | 81.1 | 82 | 42 | |
| CIDerMissing rate η=0.12026.02 | 81.1 | 79.6 | 39.4 | |
| IMDerMissing rate η=0.22026.02 | 80.9 | 80.8 | 40.7 | |
| MBDMissing rate η=Avg.2026.02 | 80.9 | 80.9 | 40.6 | |
| MoMKEMissing rate η=0.22026.02 | 80.7 | 80.7 | 33.7 | |
| EUARMissing rate η=0.32026.02 | 79.8 | 79.7 | 39.2 | |
| MBDMissing rate η=0.52026.02 | 79.8 | 79.8 | 38.5 | |
| GCNetMissing rate η=0.22026.02 | 79.6 | 79.3 | 38.9 | |
| IMDerMissing rate η=0.32026.02 | 78.5 | 78.4 | 38.4 | |
| CIDerMissing rate η=0.22026.02 | 78.5 | 75.6 | 36.7 | |
| LNLNMissing rate η=0.22026.02 | 78 | 79.5 | 39.5 | |
| MoMKEMissing rate η=0.32026.02 | 77.8 | 77.7 | 31.9 | |
| EUARMissing rate η=Avg.2026.02 | 77.5 | 77.4 | 37.1 | |
| EUARMissing rate η=0.42026.02 | 77.4 | 77.3 | 36.9 | |
| MBDMissing rate η=0.62026.02 | 77.4 | 77.4 | 36.3 | |
| GCNetMissing rate η=0.32026.02 | 76.7 | 76.5 | 35.9 | |
| IMDerMissing rate η=Avg.2026.02 | 76.1 | 76 | 36.1 | |
| IMDerMissing rate η=0.42026.02 | 76 | 75.9 | 36 | |
| CIDerMissing rate η=0.32026.02 | 76 | 71.6 | 34 | |
| EUARMissing rate η=0.52026.02 | 75.1 | 74.9 | 34.7 | |
| MBDMissing rate η=0.72026.02 | 75 | 75 | 33.9 | |
| MoMKEMissing rate η=Avg.2026.02 | 74.8 | 74.6 | 29.9 | |
| LNLNMissing rate η=0.32026.02 | 74.8 | 77 | 36.9 | |
| MoMKEMissing rate η=0.42026.02 | 74.7 | 74.6 | 29.8 | |
| GCNetMissing rate η=0.42026.02 | 73.6 | 73.2 | 33 | |
| GCNetMissing rate η=Avg.2026.02 | 73.6 | 73.2 | 33.2 | |
| IMDerMissing rate η=0.52026.02 | 73.5 | 73.4 | 33.6 | |
| CIDerMissing rate η=Avg.2026.02 | 73.5 | 67.6 | 31.4 | |
| CIDerMissing rate η=0.42026.02 | 73.4 | 67.4 | 31.2 | |
| EUARMissing rate η=0.62026.02 | 72.8 | 72.6 | 32.5 | |
| LNLNMissing rate η=Avg.2026.02 | 71.7 | 74.5 | 34.4 | |
| MoMKEMissing rate η=0.52026.02 | 71.6 | 71.4 | 27.8 | |
| LNLNMissing rate η=0.42026.02 | 71.6 | 74.4 | 34.3 | |
| EUARMissing rate η=0.72026.02 | 71.3 | 71.1 | 31 | |
| IMDerMissing rate η=0.62026.02 | 71 | 70.9 | 31.2 | |
| CIDerMissing rate η=0.52026.02 | 70.8 | 63.3 | 28.5 | |
| GCNetMissing rate η=0.52026.02 | 70.4 | 69.9 | 30.1 | |
| IMDerMissing rate η=0.72026.02 | 69.4 | 69.2 | 29.7 | |
| MoMKEMissing rate η=0.62026.02 | 68.5 | 68.3 | 25.8 | |
| LNLNMissing rate η=0.52026.02 | 68.4 | 71.8 | 31.7 | |
| CIDerMissing rate η=0.62026.02 | 68.2 | 59.1 | 25.8 | |
| GCNetMissing rate η=0.62026.02 | 67.3 | 66.7 | 27.2 | |
| MoMKEMissing rate η=0.72026.02 | 66.5 | 66.3 | 24.5 | |
| CIDerMissing rate η=0.72026.02 | 66.4 | 56.4 | 24 | |
| GCNetMissing rate η=0.72026.02 | 65.3 | 64.6 | 25.3 | |
| LNLNMissing rate η=0.62026.02 | 65.2 | 69.2 | 29 | |
| LNLNMissing rate η=0.72026.02 | 63.1 | 67.5 | 27.3 |